diff --git a/.gitignore b/.gitignore
new file mode 100644
index 0000000000000000000000000000000000000000..a1363379944a5745ceb49c0e493d80eb9335c79a
--- /dev/null
+++ b/.gitignore
@@ -0,0 +1 @@
+*.pdf
diff --git a/Proposal/Proposal.md b/Proposal/Proposal.md
new file mode 100644
index 0000000000000000000000000000000000000000..9f175e3a385c409472f9cf25e0ac3b4b60297d7f
--- /dev/null
+++ b/Proposal/Proposal.md
@@ -0,0 +1,48 @@
+# Project Proposal
+
+Suraj Singh (surajss2)
+
+## Project Topic
+
+Create a smarter alarm clock that is able to learn from my sleep pattern and determine the best time to wake me up in a specific window with the lowest chance of being snoozed. Specifically, I will use the Withing Sleep Mat to notify when I go to bed, run an neural network to approximate the stage of sleep I am in, and run a Python script alarm from the Raspberry Pi when a good time window matches.
+
+## Motivation
+
+Sleep is an important part of life, but with busy schedules and many distractions, it can be hard to manage healthy sleep hygiene. Snoozing one's alarm clock can often be used to give just a little bit more sleep, but the problem is that it create a bad habit of ignoring the alarms. Another issues with traditional alarm clocks they are essentially closed devices, where they have no way of taking information from outside sources. An example would be one's sleep pattern, which can provide useful feedback about what stage of sleep they are in. Being woken up up from deep sleep can lead to feelings of grogginess, and that is if the alarm is heard. The idea for a smarter alarm clock would be to address these shortcomings while also being simple enough to use.
+
+## Timeline
+
+For this project, I will work towards 2 main deliverables:
+
+1. An AI trained on my sleep data,
+2. An alarm clock Python script run on the Raspberry Pi.
+
+With the target of around 25 hours, here is approximately the timeline for the project:
+
+* Week 1 (04/04 to 04/10): ~6 hours
+ 1. Download my sleep data from the Withing website and do some analysis of the structure of the data.
+ 2. Create a simple alarm clock in Python that runs on the Raspberry Pi. The minimum functionality is to trigger an alarm sound at a specific time.
+
+* Week 2 (04/11 to 04/17): ~7 hours
+ 1. Preprocess the sleep data to prepare it for training. Primarily split the data into training and validation datasets.
+ 2. Setup the alarm system with the Withing API to receive notification of sleep events. Some examples would be user is in bed and user has left the bed.
+
+* Week 3 (04/18 to 04/24): ~5 hours
+ 1. Training a model with the sleep data and test with my most recent sleep data.
+ 2. Soft test run of the Raspberry Pi alarm clock: start timer when in bed notification is triggered and run alarm when out of bed notification is triggered.
+
+* Week 4 (04/25 to 05/01): ~4 hours
+ 1. Connect AI model to the Pi and runs tests to see how well it works. Test will include if it can pickup sleep events from the Withing device, how accurate the AI model guesses the sleep stage, and if it is able to trigger the alarm at a reasonable time.
+
+* Week 5 (05/02 to 05/08): ~3 hours
+ 1. Polishing up the model and Python scripts.
+ 2. Finalize video and report.
+
+* Some pieces of hardware and software I will use for this project will include:
+ * Hardware:
+ * Raspberry Pi
+ * (Bluetooth) Speaker
+ * Software:
+ * Python
+ * Withing API: https://developer.withings.com/api-reference#tag/sleep
+ * Tensorflow Lite or PyTorch Mobile for Deep Learning Neural Network model
diff --git a/Proposal/Proposal_notes.txt b/Proposal/Proposal_notes.txt
new file mode 100644
index 0000000000000000000000000000000000000000..08436fd008ef6c9e0d4599ae50f73f6596409092
--- /dev/null
+++ b/Proposal/Proposal_notes.txt
@@ -0,0 +1,9 @@
+# Guideline
+Word Count = approximately 500-750
+Scope of Project = approximately 15-25 hours of time
+Motivation (2-3 sentences)
+Timeline (2-3 sentences)
+# Motivation
+*The purpose of your project, the problem it is trying to solve, and why someone should care about that problem*
+# Timeline
+*List the specific deliverables you plan to produce in the project and specify when you plan to complete each item*
\ No newline at end of file
diff --git a/Proposal/acl_natbib.bst b/Proposal/acl_natbib.bst
new file mode 100644
index 0000000000000000000000000000000000000000..821195d8bbb77f882afb308a31e5f9da81720f6b
--- /dev/null
+++ b/Proposal/acl_natbib.bst
@@ -0,0 +1,1975 @@
+%%% acl_natbib.bst
+%%% Modification of BibTeX style file acl_natbib_nourl.bst
+%%% ... by urlbst, version 0.7 (marked with "% urlbst")
+%%% See <http://purl.org/nxg/dist/urlbst>
+%%% Added webpage entry type, and url and lastchecked fields.
+%%% Added eprint support.
+%%% Added DOI support.
+%%% Added PUBMED support.
+%%% Added hyperref support.
+%%% Original headers follow...
+
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%
+% BibTeX style file acl_natbib_nourl.bst
+%
+% intended as input to urlbst script
+% $ ./urlbst --hyperref --inlinelinks acl_natbib_nourl.bst > acl_natbib.bst
+%
+% adapted from compling.bst
+% in order to mimic the style files for ACL conferences prior to 2017
+% by making the following three changes:
+% - for @incollection, page numbers now follow volume title.
+% - for @inproceedings, address now follows conference name.
+% (address is intended as location of conference,
+% not address of publisher.)
+% - for papers with three authors, use et al. in citation
+% Dan Gildea 2017/06/08
+% - fixed a bug with format.chapter - error given if chapter is empty
+% with inbook.
+% Shay Cohen 2018/02/16
+
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%
+% BibTeX style file compling.bst
+%
+% Intended for the journal Computational Linguistics (ACL/MIT Press)
+% Created by Ron Artstein on 2005/08/22
+% For use with <natbib.sty> for author-year citations.
+%
+% I created this file in order to allow submissions to the journal
+% Computational Linguistics using the <natbib> package for author-year
+% citations, which offers a lot more flexibility than <fullname>, CL's
+% official citation package. This file adheres strictly to the official
+% style guide available from the MIT Press:
+%
+% http://mitpress.mit.edu/journals/coli/compling_style.pdf
+%
+% This includes all the various quirks of the style guide, for example:
+% - a chapter from a monograph (@inbook) has no page numbers.
+% - an article from an edited volume (@incollection) has page numbers
+% after the publisher and address.
+% - an article from a proceedings volume (@inproceedings) has page
+% numbers before the publisher and address.
+%
+% Where the style guide was inconsistent or not specific enough I
+% looked at actual published articles and exercised my own judgment.
+% I noticed two inconsistencies in the style guide:
+%
+% - The style guide gives one example of an article from an edited
+% volume with the editor's name spelled out in full, and another
+% with the editors' names abbreviated. I chose to accept the first
+% one as correct, since the style guide generally shuns abbreviations,
+% and editors' names are also spelled out in some recently published
+% articles.
+%
+% - The style guide gives one example of a reference where the word
+% "and" between two authors is preceded by a comma. This is most
+% likely a typo, since in all other cases with just two authors or
+% editors there is no comma before the word "and".
+%
+% One case where the style guide is not being specific is the placement
+% of the edition number, for which no example is given. I chose to put
+% it immediately after the title, which I (subjectively) find natural,
+% and is also the place of the edition in a few recently published
+% articles.
+%
+% This file correctly reproduces all of the examples in the official
+% style guide, except for the two inconsistencies noted above. I even
+% managed to get it to correctly format the proceedings example which
+% has an organization, a publisher, and two addresses (the conference
+% location and the publisher's address), though I cheated a bit by
+% putting the conference location and month as part of the title field;
+% I feel that in this case the conference location and month can be
+% considered as part of the title, and that adding a location field
+% is not justified. Note also that a location field is not standard,
+% so entries made with this field would not port nicely to other styles.
+% However, if authors feel that there's a need for a location field
+% then tell me and I'll see what I can do.
+%
+% The file also produces to my satisfaction all the bibliographical
+% entries in my recent (joint) submission to CL (this was the original
+% motivation for creating the file). I also tested it by running it
+% on a larger set of entries and eyeballing the results. There may of
+% course still be errors, especially with combinations of fields that
+% are not that common, or with cross-references (which I seldom use).
+% If you find such errors please write to me.
+%
+% I hope people find this file useful. Please email me with comments
+% and suggestions.
+%
+% Ron Artstein
+% artstein [at] essex.ac.uk
+% August 22, 2005.
+%
+% Some technical notes.
+%
+% This file is based on a file generated with the package <custom-bib>
+% by Patrick W. Daly (see selected options below), which was then
+% manually customized to conform with certain CL requirements which
+% cannot be met by <custom-bib>. Departures from the generated file
+% include:
+%
+% Function inbook: moved publisher and address to the end; moved
+% edition after title; replaced function format.chapter.pages by
+% new function format.chapter to output chapter without pages.
+%
+% Function inproceedings: moved publisher and address to the end;
+% replaced function format.in.ed.booktitle by new function
+% format.in.booktitle to output the proceedings title without
+% the editor.
+%
+% Functions book, incollection, manual: moved edition after title.
+%
+% Function mastersthesis: formatted title as for articles (unlike
+% phdthesis which is formatted as book) and added month.
+%
+% Function proceedings: added new.sentence between organization and
+% publisher when both are present.
+%
+% Function format.lab.names: modified so that it gives all the
+% authors' surnames for in-text citations for one, two and three
+% authors and only uses "et. al" for works with four authors or more
+% (thanks to Ken Shan for convincing me to go through the trouble of
+% modifying this function rather than using unreliable hacks).
+%
+% Changes:
+%
+% 2006-10-27: Changed function reverse.pass so that the extra label is
+% enclosed in parentheses when the year field ends in an uppercase or
+% lowercase letter (change modeled after Uli Sauerland's modification
+% of nals.bst). RA.
+%
+%
+% The preamble of the generated file begins below:
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%%
+%% This is file `compling.bst',
+%% generated with the docstrip utility.
+%%
+%% The original source files were:
+%%
+%% merlin.mbs (with options: `ay,nat,vonx,nm-revv1,jnrlst,keyxyr,blkyear,dt-beg,yr-per,note-yr,num-xser,pre-pub,xedn,nfss')
+%% ----------------------------------------
+%% *** Intended for the journal Computational Linguistics ***
+%%
+%% Copyright 1994-2002 Patrick W Daly
+ % ===============================================================
+ % IMPORTANT NOTICE:
+ % This bibliographic style (bst) file has been generated from one or
+ % more master bibliographic style (mbs) files, listed above.
+ %
+ % This generated file can be redistributed and/or modified under the terms
+ % of the LaTeX Project Public License Distributed from CTAN
+ % archives in directory macros/latex/base/lppl.txt; either
+ % version 1 of the License, or any later version.
+ % ===============================================================
+ % Name and version information of the main mbs file:
+ % \ProvidesFile{merlin.mbs}[2002/10/21 4.05 (PWD, AO, DPC)]
+ % For use with BibTeX version 0.99a or later
+ %-------------------------------------------------------------------
+ % This bibliography style file is intended for texts in ENGLISH
+ % This is an author-year citation style bibliography. As such, it is
+ % non-standard LaTeX, and requires a special package file to function properly.
+ % Such a package is natbib.sty by Patrick W. Daly
+ % The form of the \bibitem entries is
+ % \bibitem[Jones et al.(1990)]{key}...
+ % \bibitem[Jones et al.(1990)Jones, Baker, and Smith]{key}...
+ % The essential feature is that the label (the part in brackets) consists
+ % of the author names, as they should appear in the citation, with the year
+ % in parentheses following. There must be no space before the opening
+ % parenthesis!
+ % With natbib v5.3, a full list of authors may also follow the year.
+ % In natbib.sty, it is possible to define the type of enclosures that is
+ % really wanted (brackets or parentheses), but in either case, there must
+ % be parentheses in the label.
+ % The \cite command functions as follows:
+ % \citet{key} ==>> Jones et al. (1990)
+ % \citet*{key} ==>> Jones, Baker, and Smith (1990)
+ % \citep{key} ==>> (Jones et al., 1990)
+ % \citep*{key} ==>> (Jones, Baker, and Smith, 1990)
+ % \citep[chap. 2]{key} ==>> (Jones et al., 1990, chap. 2)
+ % \citep[e.g.][]{key} ==>> (e.g. Jones et al., 1990)
+ % \citep[e.g.][p. 32]{key} ==>> (e.g. Jones et al., p. 32)
+ % \citeauthor{key} ==>> Jones et al.
+ % \citeauthor*{key} ==>> Jones, Baker, and Smith
+ % \citeyear{key} ==>> 1990
+ %---------------------------------------------------------------------
+
+ENTRY
+ { address
+ author
+ booktitle
+ chapter
+ edition
+ editor
+ howpublished
+ institution
+ journal
+ key
+ month
+ note
+ number
+ organization
+ pages
+ publisher
+ school
+ series
+ title
+ type
+ volume
+ year
+ eprint % urlbst
+ doi % urlbst
+ pubmed % urlbst
+ url % urlbst
+ lastchecked % urlbst
+ }
+ {}
+ { label extra.label sort.label short.list }
+INTEGERS { output.state before.all mid.sentence after.sentence after.block }
+% urlbst...
+% urlbst constants and state variables
+STRINGS { urlintro
+ eprinturl eprintprefix doiprefix doiurl pubmedprefix pubmedurl
+ citedstring onlinestring linktextstring
+ openinlinelink closeinlinelink }
+INTEGERS { hrefform inlinelinks makeinlinelink
+ addeprints adddoiresolver addpubmedresolver }
+FUNCTION {init.urlbst.variables}
+{
+ % The following constants may be adjusted by hand, if desired
+
+ % The first set allow you to enable or disable certain functionality.
+ #1 'addeprints := % 0=no eprints; 1=include eprints
+ #1 'adddoiresolver := % 0=no DOI resolver; 1=include it
+ #1 'addpubmedresolver := % 0=no PUBMED resolver; 1=include it
+ #2 'hrefform := % 0=no crossrefs; 1=hypertex xrefs; 2=hyperref refs
+ #1 'inlinelinks := % 0=URLs explicit; 1=URLs attached to titles
+
+ % String constants, which you _might_ want to tweak.
+ "URL: " 'urlintro := % prefix before URL; typically "Available from:" or "URL":
+ "online" 'onlinestring := % indication that resource is online; typically "online"
+ "cited " 'citedstring := % indicator of citation date; typically "cited "
+ "[link]" 'linktextstring := % dummy link text; typically "[link]"
+ "http://arxiv.org/abs/" 'eprinturl := % prefix to make URL from eprint ref
+ "arXiv:" 'eprintprefix := % text prefix printed before eprint ref; typically "arXiv:"
+ "https://doi.org/" 'doiurl := % prefix to make URL from DOI
+ "doi:" 'doiprefix := % text prefix printed before DOI ref; typically "doi:"
+ "http://www.ncbi.nlm.nih.gov/pubmed/" 'pubmedurl := % prefix to make URL from PUBMED
+ "PMID:" 'pubmedprefix := % text prefix printed before PUBMED ref; typically "PMID:"
+
+ % The following are internal state variables, not configuration constants,
+ % so they shouldn't be fiddled with.
+ #0 'makeinlinelink := % state variable managed by possibly.setup.inlinelink
+ "" 'openinlinelink := % ditto
+ "" 'closeinlinelink := % ditto
+}
+INTEGERS {
+ bracket.state
+ outside.brackets
+ open.brackets
+ within.brackets
+ close.brackets
+}
+% ...urlbst to here
+FUNCTION {init.state.consts}
+{ #0 'outside.brackets := % urlbst...
+ #1 'open.brackets :=
+ #2 'within.brackets :=
+ #3 'close.brackets := % ...urlbst to here
+
+ #0 'before.all :=
+ #1 'mid.sentence :=
+ #2 'after.sentence :=
+ #3 'after.block :=
+}
+STRINGS { s t}
+% urlbst
+FUNCTION {output.nonnull.original}
+{ 's :=
+ output.state mid.sentence =
+ { ", " * write$ }
+ { output.state after.block =
+ { add.period$ write$
+ newline$
+ "\newblock " write$
+ }
+ { output.state before.all =
+ 'write$
+ { add.period$ " " * write$ }
+ if$
+ }
+ if$
+ mid.sentence 'output.state :=
+ }
+ if$
+ s
+}
+
+% urlbst...
+% The following three functions are for handling inlinelink. They wrap
+% a block of text which is potentially output with write$ by multiple
+% other functions, so we don't know the content a priori.
+% They communicate between each other using the variables makeinlinelink
+% (which is true if a link should be made), and closeinlinelink (which holds
+% the string which should close any current link. They can be called
+% at any time, but start.inlinelink will be a no-op unless something has
+% previously set makeinlinelink true, and the two ...end.inlinelink functions
+% will only do their stuff if start.inlinelink has previously set
+% closeinlinelink to be non-empty.
+% (thanks to 'ijvm' for suggested code here)
+FUNCTION {uand}
+{ 'skip$ { pop$ #0 } if$ } % 'and' (which isn't defined at this point in the file)
+FUNCTION {possibly.setup.inlinelink}
+{ makeinlinelink hrefform #0 > uand
+ { doi empty$ adddoiresolver uand
+ { pubmed empty$ addpubmedresolver uand
+ { eprint empty$ addeprints uand
+ { url empty$
+ { "" }
+ { url }
+ if$ }
+ { eprinturl eprint * }
+ if$ }
+ { pubmedurl pubmed * }
+ if$ }
+ { doiurl doi * }
+ if$
+ % an appropriately-formatted URL is now on the stack
+ hrefform #1 = % hypertex
+ { "\special {html:<a href=" quote$ * swap$ * quote$ * "> }{" * 'openinlinelink :=
+ "\special {html:</a>}" 'closeinlinelink := }
+ { "\href {" swap$ * "} {" * 'openinlinelink := % hrefform=#2 -- hyperref
+ % the space between "} {" matters: a URL of just the right length can cause "\% newline em"
+ "}" 'closeinlinelink := }
+ if$
+ #0 'makeinlinelink :=
+ }
+ 'skip$
+ if$ % makeinlinelink
+}
+FUNCTION {add.inlinelink}
+{ openinlinelink empty$
+ 'skip$
+ { openinlinelink swap$ * closeinlinelink *
+ "" 'openinlinelink :=
+ }
+ if$
+}
+FUNCTION {output.nonnull}
+{ % Save the thing we've been asked to output
+ 's :=
+ % If the bracket-state is close.brackets, then add a close-bracket to
+ % what is currently at the top of the stack, and set bracket.state
+ % to outside.brackets
+ bracket.state close.brackets =
+ { "]" *
+ outside.brackets 'bracket.state :=
+ }
+ 'skip$
+ if$
+ bracket.state outside.brackets =
+ { % We're outside all brackets -- this is the normal situation.
+ % Write out what's currently at the top of the stack, using the
+ % original output.nonnull function.
+ s
+ add.inlinelink
+ output.nonnull.original % invoke the original output.nonnull
+ }
+ { % Still in brackets. Add open-bracket or (continuation) comma, add the
+ % new text (in s) to the top of the stack, and move to the close-brackets
+ % state, ready for next time (unless inbrackets resets it). If we come
+ % into this branch, then output.state is carefully undisturbed.
+ bracket.state open.brackets =
+ { " [" * }
+ { ", " * } % bracket.state will be within.brackets
+ if$
+ s *
+ close.brackets 'bracket.state :=
+ }
+ if$
+}
+
+% Call this function just before adding something which should be presented in
+% brackets. bracket.state is handled specially within output.nonnull.
+FUNCTION {inbrackets}
+{ bracket.state close.brackets =
+ { within.brackets 'bracket.state := } % reset the state: not open nor closed
+ { open.brackets 'bracket.state := }
+ if$
+}
+
+FUNCTION {format.lastchecked}
+{ lastchecked empty$
+ { "" }
+ { inbrackets citedstring lastchecked * }
+ if$
+}
+% ...urlbst to here
+FUNCTION {output}
+{ duplicate$ empty$
+ 'pop$
+ 'output.nonnull
+ if$
+}
+FUNCTION {output.check}
+{ 't :=
+ duplicate$ empty$
+ { pop$ "empty " t * " in " * cite$ * warning$ }
+ 'output.nonnull
+ if$
+}
+FUNCTION {fin.entry.original} % urlbst (renamed from fin.entry, so it can be wrapped below)
+{ add.period$
+ write$
+ newline$
+}
+
+FUNCTION {new.block}
+{ output.state before.all =
+ 'skip$
+ { after.block 'output.state := }
+ if$
+}
+FUNCTION {new.sentence}
+{ output.state after.block =
+ 'skip$
+ { output.state before.all =
+ 'skip$
+ { after.sentence 'output.state := }
+ if$
+ }
+ if$
+}
+FUNCTION {add.blank}
+{ " " * before.all 'output.state :=
+}
+
+FUNCTION {date.block}
+{
+ new.block
+}
+
+FUNCTION {not}
+{ { #0 }
+ { #1 }
+ if$
+}
+FUNCTION {and}
+{ 'skip$
+ { pop$ #0 }
+ if$
+}
+FUNCTION {or}
+{ { pop$ #1 }
+ 'skip$
+ if$
+}
+FUNCTION {new.block.checkb}
+{ empty$
+ swap$ empty$
+ and
+ 'skip$
+ 'new.block
+ if$
+}
+FUNCTION {field.or.null}
+{ duplicate$ empty$
+ { pop$ "" }
+ 'skip$
+ if$
+}
+FUNCTION {emphasize}
+{ duplicate$ empty$
+ { pop$ "" }
+ { "\emph{" swap$ * "}" * }
+ if$
+}
+FUNCTION {tie.or.space.prefix}
+{ duplicate$ text.length$ #3 <
+ { "~" }
+ { " " }
+ if$
+ swap$
+}
+
+FUNCTION {capitalize}
+{ "u" change.case$ "t" change.case$ }
+
+FUNCTION {space.word}
+{ " " swap$ * " " * }
+ % Here are the language-specific definitions for explicit words.
+ % Each function has a name bbl.xxx where xxx is the English word.
+ % The language selected here is ENGLISH
+FUNCTION {bbl.and}
+{ "and"}
+
+FUNCTION {bbl.etal}
+{ "et~al." }
+
+FUNCTION {bbl.editors}
+{ "editors" }
+
+FUNCTION {bbl.editor}
+{ "editor" }
+
+FUNCTION {bbl.edby}
+{ "edited by" }
+
+FUNCTION {bbl.edition}
+{ "edition" }
+
+FUNCTION {bbl.volume}
+{ "volume" }
+
+FUNCTION {bbl.of}
+{ "of" }
+
+FUNCTION {bbl.number}
+{ "number" }
+
+FUNCTION {bbl.nr}
+{ "no." }
+
+FUNCTION {bbl.in}
+{ "in" }
+
+FUNCTION {bbl.pages}
+{ "pages" }
+
+FUNCTION {bbl.page}
+{ "page" }
+
+FUNCTION {bbl.chapter}
+{ "chapter" }
+
+FUNCTION {bbl.techrep}
+{ "Technical Report" }
+
+FUNCTION {bbl.mthesis}
+{ "Master's thesis" }
+
+FUNCTION {bbl.phdthesis}
+{ "Ph.D. thesis" }
+
+MACRO {jan} {"January"}
+
+MACRO {feb} {"February"}
+
+MACRO {mar} {"March"}
+
+MACRO {apr} {"April"}
+
+MACRO {may} {"May"}
+
+MACRO {jun} {"June"}
+
+MACRO {jul} {"July"}
+
+MACRO {aug} {"August"}
+
+MACRO {sep} {"September"}
+
+MACRO {oct} {"October"}
+
+MACRO {nov} {"November"}
+
+MACRO {dec} {"December"}
+
+MACRO {acmcs} {"ACM Computing Surveys"}
+
+MACRO {acta} {"Acta Informatica"}
+
+MACRO {cacm} {"Communications of the ACM"}
+
+MACRO {ibmjrd} {"IBM Journal of Research and Development"}
+
+MACRO {ibmsj} {"IBM Systems Journal"}
+
+MACRO {ieeese} {"IEEE Transactions on Software Engineering"}
+
+MACRO {ieeetc} {"IEEE Transactions on Computers"}
+
+MACRO {ieeetcad}
+ {"IEEE Transactions on Computer-Aided Design of Integrated Circuits"}
+
+MACRO {ipl} {"Information Processing Letters"}
+
+MACRO {jacm} {"Journal of the ACM"}
+
+MACRO {jcss} {"Journal of Computer and System Sciences"}
+
+MACRO {scp} {"Science of Computer Programming"}
+
+MACRO {sicomp} {"SIAM Journal on Computing"}
+
+MACRO {tocs} {"ACM Transactions on Computer Systems"}
+
+MACRO {tods} {"ACM Transactions on Database Systems"}
+
+MACRO {tog} {"ACM Transactions on Graphics"}
+
+MACRO {toms} {"ACM Transactions on Mathematical Software"}
+
+MACRO {toois} {"ACM Transactions on Office Information Systems"}
+
+MACRO {toplas} {"ACM Transactions on Programming Languages and Systems"}
+
+MACRO {tcs} {"Theoretical Computer Science"}
+FUNCTION {bibinfo.check}
+{ swap$
+ duplicate$ missing$
+ {
+ pop$ pop$
+ ""
+ }
+ { duplicate$ empty$
+ {
+ swap$ pop$
+ }
+ { swap$
+ pop$
+ }
+ if$
+ }
+ if$
+}
+FUNCTION {bibinfo.warn}
+{ swap$
+ duplicate$ missing$
+ {
+ swap$ "missing " swap$ * " in " * cite$ * warning$ pop$
+ ""
+ }
+ { duplicate$ empty$
+ {
+ swap$ "empty " swap$ * " in " * cite$ * warning$
+ }
+ { swap$
+ pop$
+ }
+ if$
+ }
+ if$
+}
+STRINGS { bibinfo}
+INTEGERS { nameptr namesleft numnames }
+
+FUNCTION {format.names}
+{ 'bibinfo :=
+ duplicate$ empty$ 'skip$ {
+ 's :=
+ "" 't :=
+ #1 'nameptr :=
+ s num.names$ 'numnames :=
+ numnames 'namesleft :=
+ { namesleft #0 > }
+ { s nameptr
+ duplicate$ #1 >
+ { "{ff~}{vv~}{ll}{, jj}" }
+ { "{ff~}{vv~}{ll}{, jj}" } % first name first for first author
+% { "{vv~}{ll}{, ff}{, jj}" } % last name first for first author
+ if$
+ format.name$
+ bibinfo bibinfo.check
+ 't :=
+ nameptr #1 >
+ {
+ namesleft #1 >
+ { ", " * t * }
+ {
+ numnames #2 >
+ { "," * }
+ 'skip$
+ if$
+ s nameptr "{ll}" format.name$ duplicate$ "others" =
+ { 't := }
+ { pop$ }
+ if$
+ t "others" =
+ {
+ " " * bbl.etal *
+ }
+ {
+ bbl.and
+ space.word * t *
+ }
+ if$
+ }
+ if$
+ }
+ 't
+ if$
+ nameptr #1 + 'nameptr :=
+ namesleft #1 - 'namesleft :=
+ }
+ while$
+ } if$
+}
+FUNCTION {format.names.ed}
+{
+ 'bibinfo :=
+ duplicate$ empty$ 'skip$ {
+ 's :=
+ "" 't :=
+ #1 'nameptr :=
+ s num.names$ 'numnames :=
+ numnames 'namesleft :=
+ { namesleft #0 > }
+ { s nameptr
+ "{ff~}{vv~}{ll}{, jj}"
+ format.name$
+ bibinfo bibinfo.check
+ 't :=
+ nameptr #1 >
+ {
+ namesleft #1 >
+ { ", " * t * }
+ {
+ numnames #2 >
+ { "," * }
+ 'skip$
+ if$
+ s nameptr "{ll}" format.name$ duplicate$ "others" =
+ { 't := }
+ { pop$ }
+ if$
+ t "others" =
+ {
+
+ " " * bbl.etal *
+ }
+ {
+ bbl.and
+ space.word * t *
+ }
+ if$
+ }
+ if$
+ }
+ 't
+ if$
+ nameptr #1 + 'nameptr :=
+ namesleft #1 - 'namesleft :=
+ }
+ while$
+ } if$
+}
+FUNCTION {format.key}
+{ empty$
+ { key field.or.null }
+ { "" }
+ if$
+}
+
+FUNCTION {format.authors}
+{ author "author" format.names
+}
+FUNCTION {get.bbl.editor}
+{ editor num.names$ #1 > 'bbl.editors 'bbl.editor if$ }
+
+FUNCTION {format.editors}
+{ editor "editor" format.names duplicate$ empty$ 'skip$
+ {
+ "," *
+ " " *
+ get.bbl.editor
+ *
+ }
+ if$
+}
+FUNCTION {format.note}
+{
+ note empty$
+ { "" }
+ { note #1 #1 substring$
+ duplicate$ "{" =
+ 'skip$
+ { output.state mid.sentence =
+ { "l" }
+ { "u" }
+ if$
+ change.case$
+ }
+ if$
+ note #2 global.max$ substring$ * "note" bibinfo.check
+ }
+ if$
+}
+
+FUNCTION {format.title}
+{ title
+ duplicate$ empty$ 'skip$
+ { "t" change.case$ }
+ if$
+ "title" bibinfo.check
+}
+FUNCTION {format.full.names}
+{'s :=
+ "" 't :=
+ #1 'nameptr :=
+ s num.names$ 'numnames :=
+ numnames 'namesleft :=
+ { namesleft #0 > }
+ { s nameptr
+ "{vv~}{ll}" format.name$
+ 't :=
+ nameptr #1 >
+ {
+ namesleft #1 >
+ { ", " * t * }
+ {
+ s nameptr "{ll}" format.name$ duplicate$ "others" =
+ { 't := }
+ { pop$ }
+ if$
+ t "others" =
+ {
+ " " * bbl.etal *
+ }
+ {
+ numnames #2 >
+ { "," * }
+ 'skip$
+ if$
+ bbl.and
+ space.word * t *
+ }
+ if$
+ }
+ if$
+ }
+ 't
+ if$
+ nameptr #1 + 'nameptr :=
+ namesleft #1 - 'namesleft :=
+ }
+ while$
+}
+
+FUNCTION {author.editor.key.full}
+{ author empty$
+ { editor empty$
+ { key empty$
+ { cite$ #1 #3 substring$ }
+ 'key
+ if$
+ }
+ { editor format.full.names }
+ if$
+ }
+ { author format.full.names }
+ if$
+}
+
+FUNCTION {author.key.full}
+{ author empty$
+ { key empty$
+ { cite$ #1 #3 substring$ }
+ 'key
+ if$
+ }
+ { author format.full.names }
+ if$
+}
+
+FUNCTION {editor.key.full}
+{ editor empty$
+ { key empty$
+ { cite$ #1 #3 substring$ }
+ 'key
+ if$
+ }
+ { editor format.full.names }
+ if$
+}
+
+FUNCTION {make.full.names}
+{ type$ "book" =
+ type$ "inbook" =
+ or
+ 'author.editor.key.full
+ { type$ "proceedings" =
+ 'editor.key.full
+ 'author.key.full
+ if$
+ }
+ if$
+}
+
+FUNCTION {output.bibitem.original} % urlbst (renamed from output.bibitem, so it can be wrapped below)
+{ newline$
+ "\bibitem[{" write$
+ label write$
+ ")" make.full.names duplicate$ short.list =
+ { pop$ }
+ { * }
+ if$
+ "}]{" * write$
+ cite$ write$
+ "}" write$
+ newline$
+ ""
+ before.all 'output.state :=
+}
+
+FUNCTION {n.dashify}
+{
+ 't :=
+ ""
+ { t empty$ not }
+ { t #1 #1 substring$ "-" =
+ { t #1 #2 substring$ "--" = not
+ { "--" *
+ t #2 global.max$ substring$ 't :=
+ }
+ { { t #1 #1 substring$ "-" = }
+ { "-" *
+ t #2 global.max$ substring$ 't :=
+ }
+ while$
+ }
+ if$
+ }
+ { t #1 #1 substring$ *
+ t #2 global.max$ substring$ 't :=
+ }
+ if$
+ }
+ while$
+}
+
+FUNCTION {word.in}
+{ bbl.in capitalize
+ " " * }
+
+FUNCTION {format.date}
+{ year "year" bibinfo.check duplicate$ empty$
+ {
+ }
+ 'skip$
+ if$
+ extra.label *
+ before.all 'output.state :=
+ after.sentence 'output.state :=
+}
+FUNCTION {format.btitle}
+{ title "title" bibinfo.check
+ duplicate$ empty$ 'skip$
+ {
+ emphasize
+ }
+ if$
+}
+FUNCTION {either.or.check}
+{ empty$
+ 'pop$
+ { "can't use both " swap$ * " fields in " * cite$ * warning$ }
+ if$
+}
+FUNCTION {format.bvolume}
+{ volume empty$
+ { "" }
+ { bbl.volume volume tie.or.space.prefix
+ "volume" bibinfo.check * *
+ series "series" bibinfo.check
+ duplicate$ empty$ 'pop$
+ { swap$ bbl.of space.word * swap$
+ emphasize * }
+ if$
+ "volume and number" number either.or.check
+ }
+ if$
+}
+FUNCTION {format.number.series}
+{ volume empty$
+ { number empty$
+ { series field.or.null }
+ { series empty$
+ { number "number" bibinfo.check }
+ { output.state mid.sentence =
+ { bbl.number }
+ { bbl.number capitalize }
+ if$
+ number tie.or.space.prefix "number" bibinfo.check * *
+ bbl.in space.word *
+ series "series" bibinfo.check *
+ }
+ if$
+ }
+ if$
+ }
+ { "" }
+ if$
+}
+
+FUNCTION {format.edition}
+{ edition duplicate$ empty$ 'skip$
+ {
+ output.state mid.sentence =
+ { "l" }
+ { "t" }
+ if$ change.case$
+ "edition" bibinfo.check
+ " " * bbl.edition *
+ }
+ if$
+}
+INTEGERS { multiresult }
+FUNCTION {multi.page.check}
+{ 't :=
+ #0 'multiresult :=
+ { multiresult not
+ t empty$ not
+ and
+ }
+ { t #1 #1 substring$
+ duplicate$ "-" =
+ swap$ duplicate$ "," =
+ swap$ "+" =
+ or or
+ { #1 'multiresult := }
+ { t #2 global.max$ substring$ 't := }
+ if$
+ }
+ while$
+ multiresult
+}
+FUNCTION {format.pages}
+{ pages duplicate$ empty$ 'skip$
+ { duplicate$ multi.page.check
+ {
+ bbl.pages swap$
+ n.dashify
+ }
+ {
+ bbl.page swap$
+ }
+ if$
+ tie.or.space.prefix
+ "pages" bibinfo.check
+ * *
+ }
+ if$
+}
+FUNCTION {format.journal.pages}
+{ pages duplicate$ empty$ 'pop$
+ { swap$ duplicate$ empty$
+ { pop$ pop$ format.pages }
+ {
+ ":" *
+ swap$
+ n.dashify
+ "pages" bibinfo.check
+ *
+ }
+ if$
+ }
+ if$
+}
+FUNCTION {format.vol.num.pages}
+{ volume field.or.null
+ duplicate$ empty$ 'skip$
+ {
+ "volume" bibinfo.check
+ }
+ if$
+ number "number" bibinfo.check duplicate$ empty$ 'skip$
+ {
+ swap$ duplicate$ empty$
+ { "there's a number but no volume in " cite$ * warning$ }
+ 'skip$
+ if$
+ swap$
+ "(" swap$ * ")" *
+ }
+ if$ *
+ format.journal.pages
+}
+
+FUNCTION {format.chapter}
+{ chapter empty$
+ 'format.pages
+ { type empty$
+ { bbl.chapter }
+ { type "l" change.case$
+ "type" bibinfo.check
+ }
+ if$
+ chapter tie.or.space.prefix
+ "chapter" bibinfo.check
+ * *
+ }
+ if$
+}
+
+FUNCTION {format.chapter.pages}
+{ chapter empty$
+ 'format.pages
+ { type empty$
+ { bbl.chapter }
+ { type "l" change.case$
+ "type" bibinfo.check
+ }
+ if$
+ chapter tie.or.space.prefix
+ "chapter" bibinfo.check
+ * *
+ pages empty$
+ 'skip$
+ { ", " * format.pages * }
+ if$
+ }
+ if$
+}
+
+FUNCTION {format.booktitle}
+{
+ booktitle "booktitle" bibinfo.check
+ emphasize
+}
+FUNCTION {format.in.booktitle}
+{ format.booktitle duplicate$ empty$ 'skip$
+ {
+ word.in swap$ *
+ }
+ if$
+}
+FUNCTION {format.in.ed.booktitle}
+{ format.booktitle duplicate$ empty$ 'skip$
+ {
+ editor "editor" format.names.ed duplicate$ empty$ 'pop$
+ {
+ "," *
+ " " *
+ get.bbl.editor
+ ", " *
+ * swap$
+ * }
+ if$
+ word.in swap$ *
+ }
+ if$
+}
+FUNCTION {format.thesis.type}
+{ type duplicate$ empty$
+ 'pop$
+ { swap$ pop$
+ "t" change.case$ "type" bibinfo.check
+ }
+ if$
+}
+FUNCTION {format.tr.number}
+{ number "number" bibinfo.check
+ type duplicate$ empty$
+ { pop$ bbl.techrep }
+ 'skip$
+ if$
+ "type" bibinfo.check
+ swap$ duplicate$ empty$
+ { pop$ "t" change.case$ }
+ { tie.or.space.prefix * * }
+ if$
+}
+FUNCTION {format.article.crossref}
+{
+ word.in
+ " \cite{" * crossref * "}" *
+}
+FUNCTION {format.book.crossref}
+{ volume duplicate$ empty$
+ { "empty volume in " cite$ * "'s crossref of " * crossref * warning$
+ pop$ word.in
+ }
+ { bbl.volume
+ capitalize
+ swap$ tie.or.space.prefix "volume" bibinfo.check * * bbl.of space.word *
+ }
+ if$
+ " \cite{" * crossref * "}" *
+}
+FUNCTION {format.incoll.inproc.crossref}
+{
+ word.in
+ " \cite{" * crossref * "}" *
+}
+FUNCTION {format.org.or.pub}
+{ 't :=
+ ""
+ address empty$ t empty$ and
+ 'skip$
+ {
+ t empty$
+ { address "address" bibinfo.check *
+ }
+ { t *
+ address empty$
+ 'skip$
+ { ", " * address "address" bibinfo.check * }
+ if$
+ }
+ if$
+ }
+ if$
+}
+FUNCTION {format.publisher.address}
+{ publisher "publisher" bibinfo.warn format.org.or.pub
+}
+
+FUNCTION {format.organization.address}
+{ organization "organization" bibinfo.check format.org.or.pub
+}
+
+% urlbst...
+% Functions for making hypertext links.
+% In all cases, the stack has (link-text href-url)
+%
+% make 'null' specials
+FUNCTION {make.href.null}
+{
+ pop$
+}
+% make hypertex specials
+FUNCTION {make.href.hypertex}
+{
+ "\special {html:<a href=" quote$ *
+ swap$ * quote$ * "> }" * swap$ *
+ "\special {html:</a>}" *
+}
+% make hyperref specials
+FUNCTION {make.href.hyperref}
+{
+ "\href {" swap$ * "} {\path{" * swap$ * "}}" *
+}
+FUNCTION {make.href}
+{ hrefform #2 =
+ 'make.href.hyperref % hrefform = 2
+ { hrefform #1 =
+ 'make.href.hypertex % hrefform = 1
+ 'make.href.null % hrefform = 0 (or anything else)
+ if$
+ }
+ if$
+}
+
+% If inlinelinks is true, then format.url should be a no-op, since it's
+% (a) redundant, and (b) could end up as a link-within-a-link.
+FUNCTION {format.url}
+{ inlinelinks #1 = url empty$ or
+ { "" }
+ { hrefform #1 =
+ { % special case -- add HyperTeX specials
+ urlintro "\url{" url * "}" * url make.href.hypertex * }
+ { urlintro "\url{" * url * "}" * }
+ if$
+ }
+ if$
+}
+
+FUNCTION {format.eprint}
+{ eprint empty$
+ { "" }
+ { eprintprefix eprint * eprinturl eprint * make.href }
+ if$
+}
+
+FUNCTION {format.doi}
+{ doi empty$
+ { "" }
+ { doiprefix doi * doiurl doi * make.href }
+ if$
+}
+
+FUNCTION {format.pubmed}
+{ pubmed empty$
+ { "" }
+ { pubmedprefix pubmed * pubmedurl pubmed * make.href }
+ if$
+}
+
+% Output a URL. We can't use the more normal idiom (something like
+% `format.url output'), because the `inbrackets' within
+% format.lastchecked applies to everything between calls to `output',
+% so that `format.url format.lastchecked * output' ends up with both
+% the URL and the lastchecked in brackets.
+FUNCTION {output.url}
+{ url empty$
+ 'skip$
+ { new.block
+ format.url output
+ format.lastchecked output
+ }
+ if$
+}
+
+FUNCTION {output.web.refs}
+{
+ new.block
+ inlinelinks
+ 'skip$ % links were inline -- don't repeat them
+ {
+ output.url
+ addeprints eprint empty$ not and
+ { format.eprint output.nonnull }
+ 'skip$
+ if$
+ adddoiresolver doi empty$ not and
+ { format.doi output.nonnull }
+ 'skip$
+ if$
+ addpubmedresolver pubmed empty$ not and
+ { format.pubmed output.nonnull }
+ 'skip$
+ if$
+ }
+ if$
+}
+
+% Wrapper for output.bibitem.original.
+% If the URL field is not empty, set makeinlinelink to be true,
+% so that an inline link will be started at the next opportunity
+FUNCTION {output.bibitem}
+{ outside.brackets 'bracket.state :=
+ output.bibitem.original
+ inlinelinks url empty$ not doi empty$ not or pubmed empty$ not or eprint empty$ not or and
+ { #1 'makeinlinelink := }
+ { #0 'makeinlinelink := }
+ if$
+}
+
+% Wrapper for fin.entry.original
+FUNCTION {fin.entry}
+{ output.web.refs % urlbst
+ makeinlinelink % ooops, it appears we didn't have a title for inlinelink
+ { possibly.setup.inlinelink % add some artificial link text here, as a fallback
+ linktextstring output.nonnull }
+ 'skip$
+ if$
+ bracket.state close.brackets = % urlbst
+ { "]" * }
+ 'skip$
+ if$
+ fin.entry.original
+}
+
+% Webpage entry type.
+% Title and url fields required;
+% author, note, year, month, and lastchecked fields optional
+% See references
+% ISO 690-2 http://www.nlc-bnc.ca/iso/tc46sc9/standard/690-2e.htm
+% http://www.classroom.net/classroom/CitingNetResources.html
+% http://neal.ctstateu.edu/history/cite.html
+% http://www.cas.usf.edu/english/walker/mla.html
+% for citation formats for web pages.
+FUNCTION {webpage}
+{ output.bibitem
+ author empty$
+ { editor empty$
+ 'skip$ % author and editor both optional
+ { format.editors output.nonnull }
+ if$
+ }
+ { editor empty$
+ { format.authors output.nonnull }
+ { "can't use both author and editor fields in " cite$ * warning$ }
+ if$
+ }
+ if$
+ new.block
+ title empty$ 'skip$ 'possibly.setup.inlinelink if$
+ format.title "title" output.check
+ inbrackets onlinestring output
+ new.block
+ year empty$
+ 'skip$
+ { format.date "year" output.check }
+ if$
+ % We don't need to output the URL details ('lastchecked' and 'url'),
+ % because fin.entry does that for us, using output.web.refs. The only
+ % reason we would want to put them here is if we were to decide that
+ % they should go in front of the rather miscellaneous information in 'note'.
+ new.block
+ note output
+ fin.entry
+}
+% ...urlbst to here
+
+
+FUNCTION {article}
+{ output.bibitem
+ format.authors "author" output.check
+ author format.key output
+ format.date "year" output.check
+ date.block
+ title empty$ 'skip$ 'possibly.setup.inlinelink if$ % urlbst
+ format.title "title" output.check
+ new.block
+ crossref missing$
+ {
+ journal
+ "journal" bibinfo.check
+ emphasize
+ "journal" output.check
+ possibly.setup.inlinelink format.vol.num.pages output% urlbst
+ }
+ { format.article.crossref output.nonnull
+ format.pages output
+ }
+ if$
+ new.block
+ format.note output
+ fin.entry
+}
+FUNCTION {book}
+{ output.bibitem
+ author empty$
+ { format.editors "author and editor" output.check
+ editor format.key output
+ }
+ { format.authors output.nonnull
+ crossref missing$
+ { "author and editor" editor either.or.check }
+ 'skip$
+ if$
+ }
+ if$
+ format.date "year" output.check
+ date.block
+ title empty$ 'skip$ 'possibly.setup.inlinelink if$ % urlbst
+ format.btitle "title" output.check
+ format.edition output
+ crossref missing$
+ { format.bvolume output
+ new.block
+ format.number.series output
+ new.sentence
+ format.publisher.address output
+ }
+ {
+ new.block
+ format.book.crossref output.nonnull
+ }
+ if$
+ new.block
+ format.note output
+ fin.entry
+}
+FUNCTION {booklet}
+{ output.bibitem
+ format.authors output
+ author format.key output
+ format.date "year" output.check
+ date.block
+ title empty$ 'skip$ 'possibly.setup.inlinelink if$ % urlbst
+ format.title "title" output.check
+ new.block
+ howpublished "howpublished" bibinfo.check output
+ address "address" bibinfo.check output
+ new.block
+ format.note output
+ fin.entry
+}
+
+FUNCTION {inbook}
+{ output.bibitem
+ author empty$
+ { format.editors "author and editor" output.check
+ editor format.key output
+ }
+ { format.authors output.nonnull
+ crossref missing$
+ { "author and editor" editor either.or.check }
+ 'skip$
+ if$
+ }
+ if$
+ format.date "year" output.check
+ date.block
+ title empty$ 'skip$ 'possibly.setup.inlinelink if$ % urlbst
+ format.btitle "title" output.check
+ format.edition output
+ crossref missing$
+ {
+ format.bvolume output
+ format.number.series output
+ format.chapter "chapter" output.check
+ new.sentence
+ format.publisher.address output
+ new.block
+ }
+ {
+ format.chapter "chapter" output.check
+ new.block
+ format.book.crossref output.nonnull
+ }
+ if$
+ new.block
+ format.note output
+ fin.entry
+}
+
+FUNCTION {incollection}
+{ output.bibitem
+ format.authors "author" output.check
+ author format.key output
+ format.date "year" output.check
+ date.block
+ title empty$ 'skip$ 'possibly.setup.inlinelink if$ % urlbst
+ format.title "title" output.check
+ new.block
+ crossref missing$
+ { format.in.ed.booktitle "booktitle" output.check
+ format.edition output
+ format.bvolume output
+ format.number.series output
+ format.chapter.pages output
+ new.sentence
+ format.publisher.address output
+ }
+ { format.incoll.inproc.crossref output.nonnull
+ format.chapter.pages output
+ }
+ if$
+ new.block
+ format.note output
+ fin.entry
+}
+FUNCTION {inproceedings}
+{ output.bibitem
+ format.authors "author" output.check
+ author format.key output
+ format.date "year" output.check
+ date.block
+ title empty$ 'skip$ 'possibly.setup.inlinelink if$ % urlbst
+ format.title "title" output.check
+ new.block
+ crossref missing$
+ { format.in.booktitle "booktitle" output.check
+ format.bvolume output
+ format.number.series output
+ format.pages output
+ address "address" bibinfo.check output
+ new.sentence
+ organization "organization" bibinfo.check output
+ publisher "publisher" bibinfo.check output
+ }
+ { format.incoll.inproc.crossref output.nonnull
+ format.pages output
+ }
+ if$
+ new.block
+ format.note output
+ fin.entry
+}
+FUNCTION {conference} { inproceedings }
+FUNCTION {manual}
+{ output.bibitem
+ format.authors output
+ author format.key output
+ format.date "year" output.check
+ date.block
+ title empty$ 'skip$ 'possibly.setup.inlinelink if$ % urlbst
+ format.btitle "title" output.check
+ format.edition output
+ organization address new.block.checkb
+ organization "organization" bibinfo.check output
+ address "address" bibinfo.check output
+ new.block
+ format.note output
+ fin.entry
+}
+
+FUNCTION {mastersthesis}
+{ output.bibitem
+ format.authors "author" output.check
+ author format.key output
+ format.date "year" output.check
+ date.block
+ title empty$ 'skip$ 'possibly.setup.inlinelink if$ % urlbst
+ format.title
+ "title" output.check
+ new.block
+ bbl.mthesis format.thesis.type output.nonnull
+ school "school" bibinfo.warn output
+ address "address" bibinfo.check output
+ month "month" bibinfo.check output
+ new.block
+ format.note output
+ fin.entry
+}
+
+FUNCTION {misc}
+{ output.bibitem
+ format.authors output
+ author format.key output
+ format.date "year" output.check
+ date.block
+ title empty$ 'skip$ 'possibly.setup.inlinelink if$ % urlbst
+ format.title output
+ new.block
+ howpublished "howpublished" bibinfo.check output
+ new.block
+ format.note output
+ fin.entry
+}
+FUNCTION {phdthesis}
+{ output.bibitem
+ format.authors "author" output.check
+ author format.key output
+ format.date "year" output.check
+ date.block
+ title empty$ 'skip$ 'possibly.setup.inlinelink if$ % urlbst
+ format.btitle
+ "title" output.check
+ new.block
+ bbl.phdthesis format.thesis.type output.nonnull
+ school "school" bibinfo.warn output
+ address "address" bibinfo.check output
+ new.block
+ format.note output
+ fin.entry
+}
+
+FUNCTION {proceedings}
+{ output.bibitem
+ format.editors output
+ editor format.key output
+ format.date "year" output.check
+ date.block
+ title empty$ 'skip$ 'possibly.setup.inlinelink if$ % urlbst
+ format.btitle "title" output.check
+ format.bvolume output
+ format.number.series output
+ new.sentence
+ publisher empty$
+ { format.organization.address output }
+ { organization "organization" bibinfo.check output
+ new.sentence
+ format.publisher.address output
+ }
+ if$
+ new.block
+ format.note output
+ fin.entry
+}
+
+FUNCTION {techreport}
+{ output.bibitem
+ format.authors "author" output.check
+ author format.key output
+ format.date "year" output.check
+ date.block
+ title empty$ 'skip$ 'possibly.setup.inlinelink if$ % urlbst
+ format.title
+ "title" output.check
+ new.block
+ format.tr.number output.nonnull
+ institution "institution" bibinfo.warn output
+ address "address" bibinfo.check output
+ new.block
+ format.note output
+ fin.entry
+}
+
+FUNCTION {unpublished}
+{ output.bibitem
+ format.authors "author" output.check
+ author format.key output
+ format.date "year" output.check
+ date.block
+ title empty$ 'skip$ 'possibly.setup.inlinelink if$ % urlbst
+ format.title "title" output.check
+ new.block
+ format.note "note" output.check
+ fin.entry
+}
+
+FUNCTION {default.type} { misc }
+READ
+FUNCTION {sortify}
+{ purify$
+ "l" change.case$
+}
+INTEGERS { len }
+FUNCTION {chop.word}
+{ 's :=
+ 'len :=
+ s #1 len substring$ =
+ { s len #1 + global.max$ substring$ }
+ 's
+ if$
+}
+FUNCTION {format.lab.names}
+{ 's :=
+ "" 't :=
+ s #1 "{vv~}{ll}" format.name$
+ s num.names$ duplicate$
+ #2 >
+ { pop$
+ " " * bbl.etal *
+ }
+ { #2 <
+ 'skip$
+ { s #2 "{ff }{vv }{ll}{ jj}" format.name$ "others" =
+ {
+ " " * bbl.etal *
+ }
+ { bbl.and space.word * s #2 "{vv~}{ll}" format.name$
+ * }
+ if$
+ }
+ if$
+ }
+ if$
+}
+
+FUNCTION {author.key.label}
+{ author empty$
+ { key empty$
+ { cite$ #1 #3 substring$ }
+ 'key
+ if$
+ }
+ { author format.lab.names }
+ if$
+}
+
+FUNCTION {author.editor.key.label}
+{ author empty$
+ { editor empty$
+ { key empty$
+ { cite$ #1 #3 substring$ }
+ 'key
+ if$
+ }
+ { editor format.lab.names }
+ if$
+ }
+ { author format.lab.names }
+ if$
+}
+
+FUNCTION {editor.key.label}
+{ editor empty$
+ { key empty$
+ { cite$ #1 #3 substring$ }
+ 'key
+ if$
+ }
+ { editor format.lab.names }
+ if$
+}
+
+FUNCTION {calc.short.authors}
+{ type$ "book" =
+ type$ "inbook" =
+ or
+ 'author.editor.key.label
+ { type$ "proceedings" =
+ 'editor.key.label
+ 'author.key.label
+ if$
+ }
+ if$
+ 'short.list :=
+}
+
+FUNCTION {calc.label}
+{ calc.short.authors
+ short.list
+ "("
+ *
+ year duplicate$ empty$
+ short.list key field.or.null = or
+ { pop$ "" }
+ 'skip$
+ if$
+ *
+ 'label :=
+}
+
+FUNCTION {sort.format.names}
+{ 's :=
+ #1 'nameptr :=
+ ""
+ s num.names$ 'numnames :=
+ numnames 'namesleft :=
+ { namesleft #0 > }
+ { s nameptr
+ "{ll{ }}{ ff{ }}{ jj{ }}"
+ format.name$ 't :=
+ nameptr #1 >
+ {
+ " " *
+ namesleft #1 = t "others" = and
+ { "zzzzz" * }
+ { t sortify * }
+ if$
+ }
+ { t sortify * }
+ if$
+ nameptr #1 + 'nameptr :=
+ namesleft #1 - 'namesleft :=
+ }
+ while$
+}
+
+FUNCTION {sort.format.title}
+{ 't :=
+ "A " #2
+ "An " #3
+ "The " #4 t chop.word
+ chop.word
+ chop.word
+ sortify
+ #1 global.max$ substring$
+}
+FUNCTION {author.sort}
+{ author empty$
+ { key empty$
+ { "to sort, need author or key in " cite$ * warning$
+ ""
+ }
+ { key sortify }
+ if$
+ }
+ { author sort.format.names }
+ if$
+}
+FUNCTION {author.editor.sort}
+{ author empty$
+ { editor empty$
+ { key empty$
+ { "to sort, need author, editor, or key in " cite$ * warning$
+ ""
+ }
+ { key sortify }
+ if$
+ }
+ { editor sort.format.names }
+ if$
+ }
+ { author sort.format.names }
+ if$
+}
+FUNCTION {editor.sort}
+{ editor empty$
+ { key empty$
+ { "to sort, need editor or key in " cite$ * warning$
+ ""
+ }
+ { key sortify }
+ if$
+ }
+ { editor sort.format.names }
+ if$
+}
+FUNCTION {presort}
+{ calc.label
+ label sortify
+ " "
+ *
+ type$ "book" =
+ type$ "inbook" =
+ or
+ 'author.editor.sort
+ { type$ "proceedings" =
+ 'editor.sort
+ 'author.sort
+ if$
+ }
+ if$
+ #1 entry.max$ substring$
+ 'sort.label :=
+ sort.label
+ *
+ " "
+ *
+ title field.or.null
+ sort.format.title
+ *
+ #1 entry.max$ substring$
+ 'sort.key$ :=
+}
+
+ITERATE {presort}
+SORT
+STRINGS { last.label next.extra }
+INTEGERS { last.extra.num number.label }
+FUNCTION {initialize.extra.label.stuff}
+{ #0 int.to.chr$ 'last.label :=
+ "" 'next.extra :=
+ #0 'last.extra.num :=
+ #0 'number.label :=
+}
+FUNCTION {forward.pass}
+{ last.label label =
+ { last.extra.num #1 + 'last.extra.num :=
+ last.extra.num int.to.chr$ 'extra.label :=
+ }
+ { "a" chr.to.int$ 'last.extra.num :=
+ "" 'extra.label :=
+ label 'last.label :=
+ }
+ if$
+ number.label #1 + 'number.label :=
+}
+FUNCTION {reverse.pass}
+{ next.extra "b" =
+ { "a" 'extra.label := }
+ 'skip$
+ if$
+ extra.label 'next.extra :=
+ extra.label
+ duplicate$ empty$
+ 'skip$
+ { year field.or.null #-1 #1 substring$ chr.to.int$ #65 <
+ { "{\natexlab{" swap$ * "}}" * }
+ { "{(\natexlab{" swap$ * "})}" * }
+ if$ }
+ if$
+ 'extra.label :=
+ label extra.label * 'label :=
+}
+EXECUTE {initialize.extra.label.stuff}
+ITERATE {forward.pass}
+REVERSE {reverse.pass}
+FUNCTION {bib.sort.order}
+{ sort.label
+ " "
+ *
+ year field.or.null sortify
+ *
+ " "
+ *
+ title field.or.null
+ sort.format.title
+ *
+ #1 entry.max$ substring$
+ 'sort.key$ :=
+}
+ITERATE {bib.sort.order}
+SORT
+FUNCTION {begin.bib}
+{ preamble$ empty$
+ 'skip$
+ { preamble$ write$ newline$ }
+ if$
+ "\begin{thebibliography}{" number.label int.to.str$ * "}" *
+ write$ newline$
+ "\expandafter\ifx\csname natexlab\endcsname\relax\def\natexlab#1{#1}\fi"
+ write$ newline$
+}
+EXECUTE {begin.bib}
+EXECUTE {init.urlbst.variables} % urlbst
+EXECUTE {init.state.consts}
+ITERATE {call.type$}
+FUNCTION {end.bib}
+{ newline$
+ "\end{thebibliography}" write$ newline$
+}
+EXECUTE {end.bib}
+%% End of customized bst file
+%%
+%% End of file `compling.bst'.
diff --git a/Proposal/main.aux b/Proposal/main.aux
new file mode 100644
index 0000000000000000000000000000000000000000..907ce25aef9a7d6175348ccf76cf85427d632e75
--- /dev/null
+++ b/Proposal/main.aux
@@ -0,0 +1,26 @@
+\relax
+\providecommand\hyper@newdestlabel[2]{}
+\providecommand\HyperFirstAtBeginDocument{\AtBeginDocument}
+\HyperFirstAtBeginDocument{\ifx\hyper@anchor\@undefined
+\global\let\oldcontentsline\contentsline
+\gdef\contentsline#1#2#3#4{\oldcontentsline{#1}{#2}{#3}}
+\global\let\oldnewlabel\newlabel
+\gdef\newlabel#1#2{\newlabelxx{#1}#2}
+\gdef\newlabelxx#1#2#3#4#5#6{\oldnewlabel{#1}{{#2}{#3}}}
+\AtEndDocument{\ifx\hyper@anchor\@undefined
+\let\contentsline\oldcontentsline
+\let\newlabel\oldnewlabel
+\fi}
+\fi}
+\global\let\hyper@last\relax
+\gdef\HyperFirstAtBeginDocument#1{#1}
+\providecommand\HyField@AuxAddToFields[1]{}
+\providecommand\HyField@AuxAddToCoFields[2]{}
+\@writefile{toc}{\contentsline {section}{\numberline {1}Project Topic}{1}{section.1}}
+\newlabel{sec:topic}{{1}{1}{Project Topic}{section.1}{}}
+\@writefile{toc}{\contentsline {section}{\numberline {2}Motivation}{1}{section.2}}
+\newlabel{sec:motive}{{2}{1}{Motivation}{section.2}{}}
+\@writefile{toc}{\contentsline {section}{\numberline {3}Timeline}{1}{section.3}}
+\newlabel{sec:timeline}{{3}{1}{Timeline}{section.3}{}}
+\@writefile{toc}{\contentsline {section}{\numberline {4}Currently Defined Tools}{2}{section.4}}
+\newlabel{sec:tools}{{4}{2}{Currently Defined Tools}{section.4}{}}
diff --git a/Proposal/main.bib b/Proposal/main.bib
new file mode 100644
index 0000000000000000000000000000000000000000..4a09622ab7d65a55441cb7dedb6e814eb0d5b5dd
--- /dev/null
+++ b/Proposal/main.bib
@@ -0,0 +1,122 @@
+%%%%%%%%%%%%%%%%%%%%%
+@inproceedings{de-marneffe-etal-2009-simple,
+ title = {Not a Simple Yes or No: Uncertainty in Indirect Answers},
+ author = {de Marneffe, Marie-Catherine and
+ Grimm, Scott and
+ Potts, Christopher},
+ booktitle = {Proceedings of the {SIGDIAL} 2009 Conference},
+ month = sep,
+ year = {2009},
+ address = {London, UK},
+ publisher = {Association for Computational Linguistics},
+ url = {https://aclanthology.org/W09-3920},
+ pages = {136--143}
+}
+
+@inproceedings{mihaylov-etal-2018-suit,
+ title = {Can a Suit of Armor Conduct Electricity? A New Dataset for Open Book Question Answering},
+ author = {Mihaylov, Todor and
+ Clark, Peter and
+ Khot, Tushar and
+ Sabharwal, Ashish},
+ booktitle = {Proceedings of the 2018 Conference on Empirical Methods in Natural Language Processing},
+ month = oct # {-} # nov,
+ year = {2018},
+ address = {Brussels, Belgium},
+ publisher = {Association for Computational Linguistics},
+ url = {https://aclanthology.org/D18-1260},
+ doi = {10.18653/v1/D18-1260},
+ pages = {2381--2391},
+ abstract = {We present a new kind of question answering dataset, OpenBookQA, modeled after open book exams for assessing human understanding of a subject. The open book that comes with our questions is a set of 1326 elementary level science facts. Roughly 6000 questions probe an understanding of these facts and their application to novel situations. This requires combining an open book fact (e.g., metals conduct electricity) with broad common knowledge (e.g., a suit of armor is made of metal) obtained from other sources. While existing QA datasets over documents or knowledge bases, being generally self-contained, focus on linguistic understanding, OpenBookQA probes a deeper understanding of both the topic{---}in the context of common knowledge{---}and the language it is expressed in. Human performance on OpenBookQA is close to 92{\%}, but many state-of-the-art pre-trained QA methods perform surprisingly poorly, worse than several simple neural baselines we develop. Our oracle experiments designed to circumvent the knowledge retrieval bottleneck demonstrate the value of both the open book and additional facts. We leave it as a challenge to solve the retrieval problem in this multi-hop setting and to close the large gap to human performance.}
+}
+
+@inproceedings{min-etal-2020-ambigqa,
+ title = {{A}mbig{QA}: Answering Ambiguous Open-domain Questions},
+ author = {Min, Sewon and
+ Michael, Julian and
+ Hajishirzi, Hannaneh and
+ Zettlemoyer, Luke},
+ booktitle = {Proceedings of the 2020 Conference on Empirical Methods in Natural Language Processing (EMNLP)},
+ month = nov,
+ year = {2020},
+ address = {Online},
+ publisher = {Association for Computational Linguistics},
+ url = {https://aclanthology.org/2020.emnlp-main.466},
+ doi = {10.18653/v1/2020.emnlp-main.466},
+ pages = {5783--5797},
+ abstract = {Ambiguity is inherent to open-domain question answering; especially when exploring new topics, it can be difficult to ask questions that have a single, unambiguous answer. In this paper, we introduce AmbigQA, a new open-domain question answering task which involves finding every plausible answer, and then rewriting the question for each one to resolve the ambiguity. To study this task, we construct AmbigNQ, a dataset covering 14,042 questions from NQ-open, an existing open-domain QA benchmark. We find that over half of the questions in NQ-open are ambiguous, with diverse sources of ambiguity such as event and entity references. We also present strong baseline models for AmbigQA which we show benefit from weakly supervised learning that incorporates NQ-open, strongly suggesting our new task and data will support significant future research effort. Our data and baselines are available at https://nlp.cs.washington.edu/ambigqa.}
+}
+
+@inproceedings{louis-etal-2020-id,
+ title = "{``}{I}{'}d rather just go to bed{''}: Understanding Indirect Answers",
+ author = "Louis, Annie and
+ Roth, Dan and
+ Radlinski, Filip",
+ booktitle = "Proceedings of the 2020 Conference on Empirical Methods in Natural Language Processing (EMNLP)",
+ month = nov,
+ year = "2020",
+ address = "Online",
+ publisher = "Association for Computational Linguistics",
+ url = "https://aclanthology.org/2020.emnlp-main.601",
+ doi = "10.18653/v1/2020.emnlp-main.601",
+ pages = "7411--7425",
+ abstract = "We revisit a pragmatic inference problem in dialog: Understanding indirect responses to questions. Humans can interpret {`}I{'}m starving.{'} in response to {`}Hungry?{'}, even without direct cue words such as {`}yes{'} and {`}no{'}. In dialog systems, allowing natural responses rather than closed vocabularies would be similarly beneficial. However, today{'}s systems are only as sensitive to these pragmatic moves as their language model allows. We create and release the first large-scale English language corpus {`}Circa{'} with 34,268 (polar question, indirect answer) pairs to enable progress on this task. The data was collected via elaborate crowdsourcing, and contains utterances with yes/no meaning, as well as uncertain, middle-ground, and conditional responses. We also present BERT-based neural models to predict such categories for a question-answer pair. We find that while transfer learning from entailment works reasonably, performance is not yet sufficient for robust dialog. Our models reach 82-88{\%} accuracy for a 4-class distinction, and 74-85{\%} for 6 classes.",
+}
+
+@inproceedings{rajpurkar-etal-2018-know,
+ title = {Know What You Don{'}t Know: Unanswerable Questions for {SQ}u{AD}},
+ author = {Rajpurkar, Pranav and
+ Jia, Robin and
+ Liang, Percy},
+ booktitle = {Proceedings of the 56th Annual Meeting of the Association for Computational Linguistics (Volume 2: Short Papers)},
+ month = jul,
+ year = {2018},
+ address = {Melbourne, Australia},
+ publisher = {Association for Computational Linguistics},
+ url = {https://aclanthology.org/P18-2124},
+ doi = {10.18653/v1/P18-2124},
+ pages = {784--789},
+ abstract = {Extractive reading comprehension systems can often locate the correct answer to a question in a context document, but they also tend to make unreliable guesses on questions for which the correct answer is not stated in the context. Existing datasets either focus exclusively on answerable questions, or use automatically generated unanswerable questions that are easy to identify. To address these weaknesses, we present SQuADRUn, a new dataset that combines the existing Stanford Question Answering Dataset (SQuAD) with over 50,000 unanswerable questions written adversarially by crowdworkers to look similar to answerable ones. To do well on SQuADRUn, systems must not only answer questions when possible, but also determine when no answer is supported by the paragraph and abstain from answering. SQuADRUn is a challenging natural language understanding task for existing models: a strong neural system that gets 86{\%} F1 on SQuAD achieves only 66{\%} F1 on SQuADRUn. We release SQuADRUn to the community as the successor to SQuAD.}
+}
+
+@inproceedings{xu-etal-2019-asking,
+ title = {Asking Clarification Questions in Knowledge-Based Question Answering},
+ author = {Xu, Jingjing and
+ Wang, Yuechen and
+ Tang, Duyu and
+ Duan, Nan and
+ Yang, Pengcheng and
+ Zeng, Qi and
+ Zhou, Ming and
+ Sun, Xu},
+ booktitle = {Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing and the 9th International Joint Conference on Natural Language Processing (EMNLP-IJCNLP)},
+ month = nov,
+ year = {2019},
+ address = {Hong Kong, China},
+ publisher = {Association for Computational Linguistics},
+ url = {https://aclanthology.org/D19-1172},
+ doi = {10.18653/v1/D19-1172},
+ pages = {1618--1629},
+ abstract = {The ability to ask clarification questions is essential for knowledge-based question answering (KBQA) systems, especially for handling ambiguous phenomena. Despite its importance, clarification has not been well explored in current KBQA systems. Further progress requires supervised resources for training and evaluation, and powerful models for clarification-related text understanding and generation. In this paper, we construct a new clarification dataset, CLAQUA, with nearly 40K open-domain examples. The dataset supports three serial tasks: given a question, identify whether clarification is needed; if yes, generate a clarification question; then predict answers base on external user feedback. We provide representative baselines for these tasks and further introduce a coarse-to-fine model for clarification question generation. Experiments show that the proposed model achieves better performance than strong baselines. The further analysis demonstrates that our dataset brings new challenges and there still remain several unsolved problems, like reasonable automatic evaluation metrics for clarification question generation and powerful models for handling entity sparsity.}
+}
+
+@article{anjali2014ambiguities,
+ title={Ambiguities in natural language processing},
+ author={Anjali, MK and Babu, Anto P},
+ journal={International Journal of Innovative Research in Computer and Communication Engineering},
+ volume={2},
+ number={5},
+ pages={392--394},
+ year={2014}
+}
+
+@book{jurafsky2009speech,
+ title={Speech and Language Processing: An Introduction to Natural Language Processing, Computational Linguistics, and Speech Recognition},
+ author={Jurafsky, D. and Martin, J.H.},
+ isbn={9780131873216},
+ lccn={2008010335},
+ series={Prentice Hall series in artificial intelligence},
+ url={https://books.google.com.ua/books?id=fZmj5UNK8AQC},
+ year={2009},
+ publisher={Pearson Prentice Hall}
+}
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new file mode 100644
index 0000000000000000000000000000000000000000..cecc65a361c3ec130ca36fed958664ecf16ec4ec
--- /dev/null
+++ b/Proposal/main.fdb_latexmk
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diff --git a/Proposal/main.out b/Proposal/main.out
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+\BOOKMARK [1][-]{section.1}{Project Topic}{}% 1
+\BOOKMARK [1][-]{section.2}{Motivation}{}% 2
+\BOOKMARK [1][-]{section.3}{Timeline}{}% 3
+\BOOKMARK [1][-]{section.4}{Currently Defined Tools}{}% 4
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+\documentclass[letterpaper, 11pt]{article}
+\usepackage[utf8]{inputenc}
+\usepackage{mathptmx}
+\usepackage{natbib}
+\usepackage[top=1in, bottom=1.25in, left=1.25in, right=1.25in]{geometry}
+\usepackage{enumitem}
+\usepackage[usenames,dvipsnames]{xcolor}
+\usepackage{hyperref}
+\hypersetup{colorlinks=true,allcolors=MidnightBlue,pdfauthor={surajss2}}
+\usepackage{titlesec}
+\usepackage{graphicx}
+\usepackage{wrapfig}
+\usepackage{enumitem}
+\usepackage{array}
+\usepackage{booktabs}
+\usepackage{comment}
+\usepackage{csquotes}
+\usepackage{microtype}
+\usepackage[ragged]{footmisc}
+
+\title{CS 437: Final Lab Proposal – Smarter Alarm Clock}
+\author{Suraj Singh \\ NetId: surajss2 }
+
+\begin{document}
+
+\maketitle
+
+\section{Project Topic}\label{sec:topic}
+Create a smarter alarm clock that is able to learn from my sleep pattern and determine the best time to wake me up in a specific window with the lowest chance of being snoozed.
+Specifically, I will use the Withing Sleep Mat to notify when I go to bed, run an neural network to approximate the stage of sleep I am in, and run a Python script alarm from the Raspberry Pi when a good time window matches.
+For this project, I will be working on my own.
+
+\section{Motivation}\label{sec:motive}
+Sleep is an important part of life, but with busy schedules and many distractions, it can be hard to manage healthy sleep hygiene.
+Snoozing one's alarm clock can often be used to give just a little bit more sleep, but the problem is that it creates a bad habit of ignoring the alarms.
+Another issue with traditional alarm clocks they are essentially closed devices, where they have no way of taking information from outside sources.
+An example would be one's sleep pattern, which can provide useful feedback about what stage of sleep they are in.
+Being woken up up from deep sleep can lead to feelings of grogginess, and that is if the alarm is heard by the person.
+The idea for a smarter alarm clock would be to address these shortcomings while also being as simple as regular alarm clocks (i.e.\ the user only needs to set a time to wake up and the smart alarm clock will handle the rest).
+
+\section{Timeline}\label{sec:timeline}
+For this project, I will work towards 2 main deliverables:
+\begin{enumerate}
+ \item A neural network trained on my sleep data,
+ \item An alarm clock Python script run on the Raspberry Pi.
+\end{enumerate}
+
+With the target of around 25 hours, here is approximately the timeline for the project:
+\begin{itemize}
+ \item Week 1 (04/04 to 04/10): 3 hours
+ \begin{enumerate}
+ \item Download my sleep data from the Withing website and analyze the structure of the data.
+ \item Create a simple alarm clock Python script that runs on the Raspberry Pi. The minimum functionality is to trigger an alarm sound at a specific time.
+ \end{enumerate}
+ \item Week 2 (04/11 to 04/17): 4 hours
+ \begin{enumerate}
+ \item Pre-process the sleep data to prepare it for training. Primarily split the data into training and validation datasets.
+ \item Setup the alarm system with the Withing API to receive notification of sleep events. Some examples would be user is in bed and user has left the bed.
+ \end{enumerate}
+ \item Week 3 (04/18 to 04/24): 7 hours
+ \begin{enumerate}
+ \item Training a model with the sleep data and test with my most recent sleep data (test dataset).
+ \item Soft test run of the Raspberry Pi alarm clock:
+ \begin{itemize}
+ \item Check if notifications from the API (user in-bed and user out-of-bed) are sent and received correctly.
+ \item Determine how long the latency is from Withing API to Python script.
+ \end{itemize}
+ \end{enumerate}
+ \item Week 4 (04/25 to 05/01): 5 hours
+ \begin{enumerate}
+ \item Connect AI model to the Raspberry Pi and run tests to see how well it works. Tests will include:
+ \begin{itemize}
+ \item if it can pickup sleep events from the Withing device,
+ \item how accurate the AI model guesses the sleep stage (against test dataset),
+ \item and if it is able to trigger the alarm at a reasonable window of time.
+ \end{itemize}
+ \item Test alarm clock in practice and verify ease of use.
+ \end{enumerate}
+ \item Week 5 (05/02 to 05/08): 6 hours
+ \begin{enumerate}
+ \item Take feedback and polish up the model and scripts.
+ \item Finalize video and report.
+ \end{enumerate}
+ \item Week 6 (05/09 to 05/13): X hours – Extra time if needed to work on finishing up video and report.
+\end{itemize}
+
+\section{Currently Defined Tools}\label{sec:tools}
+\begin{itemize}
+ \item Hardware:
+ \begin{itemize}
+ \item Raspberry Pi
+ \item (Bluetooth) Speaker
+ \end{itemize}
+ \item Software:
+ \begin{itemize}
+ \item Python
+ \item \href{https://developer.withings.com/api-reference#tag/sleep}{Withing API}
+ \item Tensorflow Lite or PyTorch Mobile for Deep Learning Neural Network model
+ \end{itemize}
+\end{itemize}
+
+\end{document}