HERMES: Hybrid Error-corrector Model with inclusion of External Signals for nonstationary fashion...
Etienne David, Jean Bellot, Sylvain Le Corff
Action editor: Makoto Yamada.
Our paper "Explainable Adaptive Tree-based Model Selection for Time-Series Forecasting" with Amal Saadallah just got accepted as a regular paper at IEEE ICDM'23! See you in Shanghai #ieee #icdm #timeseries #explainability #xai #forecasting
#IEEE #icdm #TimeSeries #explainability #xai #forecasting
I am excited to present in November at the Oredev Developer Conference in Sweden about forecasting and MLOps 🚀. In addition, I will run a workshop about forecasting methods with regression models ❤️.
Please ping me if you are going to be there!
#oredev #forecasting #MLops #DataScience
TIL prediction markets
https://astralcodexten.substack.com/p/the-passage-of-polymarket
I've looked at a few platforms today and it's fascinating how many statements (markets) are about AI developments at the moment.
#predictionmarkets #manifold #polymarket #metaculus #predictions #forecasting
#predictionmarkets #manifold #polymarket #metaculus #predictions #forecasting
(1/3) Retiring open-source project 🧵 ⬇️
The TSstudio package is one of the first #opensource projects I did. On my way to holiday break on December 2017, I was bored during a 12 hours flight and decided to package a few common #dataviz functions I love to use for time series data. A few days after, the first version was on CRAN. In the following year, I spent many hours enjoying developing additional functionalities and tools for #timeseries analysis and #forecasting
#DataScience #RStats #forecasting #timeseries #dataviz #OpenSource
Long-term Forecasting with TiDE: Time-series Dense Encoder
Abhimanyu Das, Weihao Kong, Andrew Leach, Shaan K Mathur, Rajat Sen, Rose Yu
Action editor: Alessandro Sperduti.
#forecasting #encoder #transformer
Forecasting the Aurora
https://www.youtube.com/watch?v=_Eb_vuijXgk
#youtube_ExploreLiveNatureCams #explore_org #explore #live_nature_cams #animal_cams #animal_videos #explore_live_nature_cams #live_chat #explore_live_chats #expert_naturalists #education #live_education #live_events #Explore_live_Events #Live_naturalists #conservation #aurora #forecasting #university_alaska_fairbanks #northern_lights #experts #interview
#youtube_explorelivenaturecams #explore_org #explore #live_nature_cams #animal_cams #animal_videos #explore_live_nature_cams #live_chat #explore_live_chats #expert_naturalists #education #live_education #live_events #explore_live_events #live_naturalists #conservation #aurora #forecasting #university_alaska_fairbanks #northern_lights #experts #interview
I am a senior researcher at Huawei Canada, working on #timeseries #forecasting methods. Previously, I was a postdoc at the Institute of Biomedical Engineering, UofT and Holland Bloorview Kids Rehabilitation Hospital, focusing on brain signal analysis and tool development for kids with severe movement disabilities.
Finally got the entire database of a website. Took overall 15 hours to write the #script. Ran for 2 hours straight and my aws dynamo is filled with data....
Data data and more data... :ablobcathappypaws:
Soon will publish a website on top of the database. #stocks #forecasting
Well, it might not look like much but this is the culmination of a few months of design, research and development. That's Grafana basing alert rules off dynamically generated thresholds for highly seasonal (synthetic) data, calculated on-demand using Facebook's Prophet statistical analysis package. #monitoring #forecasting #datasci #grafana #prometheus #python #adultlearning #compsci #msc
#monitoring #forecasting #datasci #grafana #prometheus #python #adultlearning #compsci #msc
Long-term Forecasting with TiDE: Time-series Dense Encoder
#forecasting #encoder #transformer
Probabilistic Forecasting with Coherent Aggregation
#forecasting #forecasts #aggregation
Can disagreement and deliberation change experts' minds? If so, what kinds of conditions will encourage experts to consider changing their minds?
A multi-stage tournament reports that "Few minds were changed..., even among the most active participants, despite monetary incentives for persuading others." Still, "superforecasters had a slightly greater tendency to converge over time than experts."
https://forecastingresearch.org/xpt
#rationality #expertise #epistemology #cogSci #xPhi #risk #AI #forecasting
#rationality #expertise #epistemology #cogsci #xPhi #risk #ai #forecasting
Paper Prof #Solove, #Matsumi:
The #Prediction Society: #Algorithms and the Problems of #Forecasting the #Future
"The higher the stakes of decisions on people’s lives, the more rigorously #algorithmic predictions must be scrutinized."
"... #phrenology ... recognized as a pseudo-science, similar claims are resurfacing ... Harrisburg University claimed ... #facialrecognition software capable of predicting whether someone is likely going to be a #criminal."
#solove #matsumi #prediction #algorithms #forecasting #future #algorithmic #phrenology #facialrecognition #criminal #predictive
TSMixer: An all-MLP Architecture for Time Series Forecast-ing
#forecasting #forecast #perceptrons
AGU23 Session Submittal Requests - Flash Floods and Debris Flows After Wildfire - Process Understanding to Hazard Assessment
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https://agu.confex.com/agu/fm23/prelim.cgi/Session/186554 <-- make submittal
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“Do you work in postfire hazards? Consider presenting in our AGU 2023 session, "Flash Floods and Debris Flows after Wildfire." The abstract submission deadline is Wednesday, August 2nd!..” ~ Matthew A. Thomas, USGS
#GIS #spatial #mapping #callforsubmissions #research #results #AGU #AGU23 #conference #paper #submittals #floods #massmovement #engineeringgeology #flashflood #flooding #debrisflow #naturalhazards #riskhazard #risk #hazard #assessment #postfire #wildfire #bushfire #forestfire #fire #climatechange #extremeweather #urban #urbancorridors #mitigation #water #hydrology #model #modeling #geomorphology #meteorology #weather #rainfall #precipitation #publicsafety #monitoring #forecasting #gischat #remotesensing #process #processes #AGU #AGU23
@AGU
#conference #paper #gis #spatial #mapping #callforsubmissions #research #results #AGU #agu23 #submittals #floods #massmovement #engineeringgeology #flashflood #flooding #debrisflow #NaturalHazards #riskhazard #risk #hazard #postfire #wildfire #bushfire #forestfire #fire #climatechange #extremeweather #urban #urbancorridors #mitigation #water #hydrology #model #modeling #geomorphology #meteorology #weather #rainfall #precipitation #publicsafety #monitoring #forecasting #gischat #remotesensing #assessment #process #processes
Extremely proud to present my group's pre-print paper executed by my PhD student Mr. Jonas Köhler on #earthquake #forecasting using #deeplearning. We pose earthquake forecasting as a classification problem and train a Neural Network to decide, whether a #timeseries of length greater than 2 years will end in an earthquake on the following day with magnitude greater than 5 or not. The study could be summarised in following three points: 1) We use spatio-temporal b value data, on which we train an #autoencoder to learn the normal seismic behaviour. 2) We then take the pixel by pixel reconstruction error as input for a Convolutional Dilated Network classifier, whose model output could serve for earthquake forecasting. 3) We develop a special progressive training method for this model to mimic real life use. #data #research #ai4good #ai4science #seismology
https://arxiv.org/abs/2307.01812
#earthquake #forecasting #deeplearning #TimeSeries #autoencoder #data #research #ai4good #ai4science #seismology
Professional “superforecasters” are more optimistic about the future than AI experts. https://www.economist.com/science-and-technology/2023/07/10/what-are-the-chances-of-an-ai-apocalypse
#theeconomist #forecasting #ExistentialRisk #ai
July 9th and no monsoon in sight
‘Both [the NMME and the GFDL_SPEAR] show a lack of skill or ability to accurately forecast precipitation during the monsoon in 2023. The NMME
forecast is particularly out of character with a near zero skill showing up for much of NM in 2023.’ https://www.weather.gov/abq/northamericanmonsoon-typicalpatterns #weather #maps #forecasting #model
#weather #maps #forecasting #model
Gizmodo: AI Systems Could Help Us Speed Up Extreme Weather Forecasting, Studies Show https://gizmodo.com/ai-systems-speed-up-extreme-weather-forecasting-study-1850615054 #numericalweatherprediction #statisticalforecasting #solarpowerforecasting #weatherforecasting #weatherprediction #disasteraccident #atmosphericmodel #broadcasting #forecasting #meteorology #environment #nowcasting #deepmind #weather #tianqi #huawei #news
#numericalweatherprediction #statisticalforecasting #solarpowerforecasting #weatherforecasting #weatherprediction #disasteraccident #atmosphericmodel #broadcasting #forecasting #meteorology #environment #nowcasting #deepmind #weather #tianqi #huawei #news