Second AAAI Fall Symposium on Survival Prediction
Artur Dubrawski
awd at cs.cmu.edu
Wed Jul 26 21:01:42 EDT 2023
Team,
Our own Dr. Chirag Nagpal is coorganizing this AAAI Symposium. Looks to be
a prime event and a good venue to submit work related to survival analysis,
estimation of remaining useful life, and similar topics.
Cheers,
Artur
On Wed, Jul 26, 2023, 6:11 PM Chirag Nagpal <chiragn at cs.cmu.edu> wrote:
> Might be of interest to PMx Research...
> -----------------
> Second Symposium on Survival Prediction: Algorithms, Challenges and
> Applications (SPACA)
>
> Part of the AAAI Fall Symposium Series:
> https://aaai.org/conference/fall-symposia/aaai-2023-fall-symposium-series/
> *Description of symposium*
>
> Survival analysis attempts to estimate the time until a specified event
> (eg, death of a patient) occurs, or some related survival measures, and is
> widely applicable for survival prediction and risk factor analysis. A key
> challenge in learning effective survival models is that this time-to-event
> data is subject to “censoring’’ so that the time to event is only known up
> to a bound for such instances. We seek contributions from researchers from
> diverse fields including machine learning, healthcare, medicine, finance
> and engineering. We anticipate this will foster interdisciplinary
> collaborations and will catalyze the development of the next generation of
> the survival prediction algorithms.
>
> Symposium URL: https://sites.google.com/view/spaca-2023/home
>
> Submission URL: https://easychair.org/conferences/?conf=fss230 – select
> the Second Symposium on Survival Prediction: Algorithms, Challenges and
> Applications (SPACA) track
>
> Submission Template:
> https://www.aaai.org/Publications/Templates/AuthorKit23.zip
>
> *Topics*
>
> This symposium will focus on the following themes, covering four aspects
> of survival prediction tasks. Examples of topics of interest in each theme
> are provided.
>
>
> -
>
> Novel algorithms
> -
>
> Deep learning algorithms
> -
>
> Learning from multimodal data
> -
>
> Evaluation metrics
> -
>
> Calibration and discrimination
> -
>
> Model comparison strategies
> -
>
> Foundational issues
> -
>
> Identifying causal effects
> -
>
> Competing risks; dependent censoring
> -
>
> Uncertainty quantification
> -
>
> Applications
> -
>
> Medicine and health care
> -
>
> Manufacturing and engineering
> -
>
> Finance and economics
> -
>
> Law enforcement
> -
>
> …
>
>
> *Important dates*
>
> All deadlines are at 11:59 pm Eastern Daylight Time.
>
>
> -
>
> Paper submission deadline: Friday, 11 August 2023
> -
>
> Acceptance notification: Friday, 1 September 2023
> -
>
> Camera-ready paper deadline: Friday, 15 September 2023
> -
>
> Registration deadline: Friday, 29 September 2023
> -
>
> Symposium dates: Wednesday - Friday, 25 - 27 October 2023
>
>
> *Format of symposium*
>
> The symposium will feature invited talks, paper and poster presentations,
> followed by discussion group sessions to explore open challenges and future
> directions in development of algorithms for survival prediction and their
> real-world adoption in various application domains. We anticipate this
> symposium will be in-person.
>
> *Submission requirements*
>
> Interested participants should submit either extended abstracts for the
> poster sessions (4 pages maximum) or full papers (6 pages maximum,
> excluding references) for position, review and work-in-progress pieces. We
> will also consider papers that include results that have already been
> published (with appropriate acknowledgement). Format papers using the AAAI
> proceedings template:
> https://www.aaai.org/Publications/Templates/AuthorKit23.zip
>
> Submissions should be formatted according to the AAAI template and submitted
> through the AAAI Fall Symposium Series EasyChair site at
> https://easychair.org/conferences/?conf=fss230 – select the Second
> Symposium on Survival Prediction: Algorithms, Challenges and Applications
> (SPACA) track. Authors of accepted papers may choose to have their paper
> included in the archival proceedings published by AAAI. This is optional —
> accepted papers where authors do not opt in for the proceedings will be
> published only on the symposium website and will not be considered
> archival for resubmission purposes.
>
> *Symposium Organizing Committee*
>
> Prof. Kevin S. Xu (chair), Case Western Reserve University
>
> Prof. Russ Greiner, University of Alberta
>
> Prof. George H. Chen, Carnegie Mellon University
>
> Dr. Weijing Tang, Harvard University
>
> Dr. Chirag Nagpal, Google Research
>
> --
>
> *Chirag Nagpal* PhD Candidate, Auton Lab
> School of Computer Science
> Carnegie Mellon University
> cs.cmu.edu/~chiragn
>
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