Browse State-of-the-Art › Demand Forecasting › Papers, page 2
Demand Forecasting
Papers archive 2025-07-28
archive papers tagged: 212 · with a code link: 34 · where Syntology ran a sample: 6 (6 with a run with no instrument failure, 0 where every run was a failure of Syntology's instrument) Syntology
Show: all tagged papersonly where code ran (6 of 212 tagged: 6 with a run with no instrument failure, 0 where every run was a failure of Syntology's instrument)
Page 2 of 3: papers 101 to 200 of 212, in archive order: by repositories listed in the archive (most first), then newest first, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers that list no repository come after every paper that lists one.
Papers without a page here are shown as plain text. A Syntology line reads “N ran (of which C constructed an object rather than computing a result; K with no instrument failure: H honoured, V violated, P with no contract checked; I where Syntology's instrument failed) · U unverified”; the figure “where Syntology's instrument failed” counts failures of Syntology's instrument, not of the code. When the archive marks a repository official for the paper, the line starts with that repository's state (the archive's flag, not a verdict on who wrote the code); hover it for the repositories the samples that ran came from. Abstracts are on each paper's page.
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Mitigating Cold-start Forecasting using Cold Causal Demand Forecasting Model15 Jun 2023 0 repositories listed
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Deep Learning based Forecasting: a case study from the online fashion industry23 May 2023 0 repositories listed
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Stochastic MPC for energy hubs using data driven demand forecasting24 Apr 2023 0 repositories listed
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Revenue Management without Demand Forecasting: A Data-Driven Approach for Bid Price Generation14 Apr 2023 0 repositories listed
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Situational-Aware Multi-Graph Convolutional Recurrent Network (SA-MGCRN) for Travel Demand Forecasting During Wildfires13 Apr 2023 0 repositories listed
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Electricity Demand Forecasting with Hybrid Statistical and Machine Learning Algorithms: Case Study of Ukraine11 Apr 2023 0 repositories listed
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Fairness-enhancing deep learning for ride-hailing demand prediction10 Mar 2023 0 repositories listed
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Travel Demand Forecasting: A Fair AI Approach3 Mar 2023 0 repositories listed
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Masked Multi-Step Probabilistic Forecasting for Short-to-Mid-Term Electricity Demand14 Feb 2023 0 repositories listed
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Hierarchical Regularizers for Reverse Unrestricted Mixed Data Sampling Regressions25 Jan 2023 0 repositories listed
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News and Load: A Quantitative Exploration of Natural Language Processing Applications for Forecasting Day-ahead Electricity System Demand18 Jan 2023 0 repositories listed
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Algorithmic Decision-Making Safeguarded by Human Knowledge20 Nov 2022 0 repositories listed
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Exploring the impact of weather on Metro demand forecasting using machine learning method24 Oct 2022 0 repositories listed
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Heat Demand Forecasting with Multi-Resolutional Representation of Heterogeneous Temporal Ensemble24 Oct 2022 0 repositories listed
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Multimodal Neural Network For Demand Forecasting20 Oct 2022 0 repositories listed
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Towards More Efficient Shared Autonomous Mobility: A Learning-Based Fleet Repositioning Approach16 Oct 2022 0 repositories listed
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A Secure Federated Learning Framework for Residential Short Term Load Forecasting29 Sep 2022 0 repositories listed
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Masked Multi-Step Multivariate Time Series Forecasting with Future Information28 Sep 2022 0 repositories listed
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Tab2vox: CNN-Based Multivariate Multilevel Demand Forecasting Framework by Tabular-To-Voxel Image Conversion21 Sep 2022 0 repositories listed
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MQRetNN: Multi-Horizon Time Series Forecasting with Retrieval Augmentation21 Jul 2022 0 repositories listed
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GUIM -- General User and Item Embedding with Mixture of Representation in E-commerce2 Jul 2022 0 repositories listed
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Learning Citywide Patterns of Life from Trajectory Monitoring30 Jun 2022 0 repositories listed
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Deep Reinforcement Learning-Assisted Federated Learning for Robust Short-term Utility Demand Forecasting in Electricity Wholesale Markets23 Jun 2022 0 repositories listed
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Unsupervised Knowledge Adaptation for Passenger Demand Forecasting8 Jun 2022 0 repositories listed
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Practical Skills Demand Forecasting via Representation Learning of Temporal Dynamics18 May 2022 0 repositories listed
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Enriching Artificial Intelligence Explanations with Knowledge Fragments12 Apr 2022 0 repositories listed
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Optimizing Revenue Maximization and Demand Learning in Airline Revenue Management21 Mar 2022 0 repositories listed
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Combining Individual and Joint Networking Behavior for Intelligent IoT Analytics7 Mar 2022 0 repositories listed
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Systematic review of deep learning and machine learning for building energy23 Feb 2022 0 repositories listed
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LIMREF: Local Interpretable Model Agnostic Rule-based Explanations for Forecasting, with an Application to Electricity Smart Meter Data15 Feb 2022 0 repositories listed
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Artificial Intelligence and Statistical Techniques in Short-Term Load Forecasting: A Review29 Dec 2021 0 repositories listed
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Optimal Latent Space Forecasting for Large Collections of Short Time Series Using Temporal Matrix Factorization15 Dec 2021 0 repositories listed
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A Daily Tourism Demand Prediction Framework Based on Multi-head Attention CNN: The Case of The Foreign Entrant in South Korea1 Dec 2021 0 repositories listed
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Machine Learning for Air Transport Planning and Management30 Nov 2021 0 repositories listed
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Federated Deep Learning in Electricity Forecasting: An MCDM Approach27 Nov 2021 0 repositories listed
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An XGBoost-Based Forecasting Framework for Product Cannibalization24 Nov 2021 0 repositories listed
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Flight Demand Forecasting with Transformers4 Nov 2021 0 repositories listed
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State-Space Models Win the IEEE DataPort Competition on Post-covid Day-ahead Electricity Load Forecasting1 Oct 2021 0 repositories listed
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A Clustering-aided Ensemble Method for Predicting Ridesourcing Demand in Chicago8 Sep 2021 0 repositories listed
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Model retraining and information sharing in a supply chain with long-term fluctuating demands4 Sep 2021 0 repositories listed
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Spatio-temporal Parking Behaviour Forecasting and Analysis Before and During COVID-1915 Aug 2021 0 repositories listed
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Electrical peak demand forecasting- A review3 Aug 2021 0 repositories listed
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Demand Forecasting in Smart Grid Using Long Short-Term Memory28 Jul 2021 0 repositories listed
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Tsformer: Time series Transformer for tourism demand forecasting22 Jul 2021 0 repositories listed
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Smoothed Bernstein Online Aggregation for Day-Ahead Electricity Demand Forecasting13 Jul 2021 0 repositories listed
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Deep Probabilistic Koopman: Long-term time-series forecasting under periodic uncertainties10 Jun 2021 0 repositories listed
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Elasticity Based Demand Forecasting and Price Optimization for Online Retail3 Jun 2021 0 repositories listed
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Univariate Long-Term Municipal Water Demand Forecasting18 May 2021 0 repositories listed
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XAI-KG: knowledge graph to support XAI and decision-making in manufacturing5 May 2021 0 repositories listed
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Implementing Reinforcement Learning Algorithms in Retail Supply Chains with OpenAI Gym Toolkit27 Apr 2021 0 repositories listed
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Traveller behaviour in public transport in the early stages of the COVID-19 pandemic in the Netherlands22 Apr 2021 0 repositories listed
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Probabilistic water demand forecasting using quantile regression algorithms16 Apr 2021 0 repositories listed
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STARdom: an architecture for trusted and secure human-centered manufacturing systems2 Apr 2021 0 repositories listed
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Semantic XAI for contextualized demand forecasting explanations1 Apr 2021 0 repositories listed
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Towards Active Learning Based Smart Assistant for Manufacturing30 Mar 2021 0 repositories listed
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Actionable Cognitive Twins for Decision Making in Manufacturing23 Mar 2021 0 repositories listed
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Reframing demand forecasting: a two-fold approach for lumpy and intermittent demand23 Mar 2021 0 repositories listed
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A machine learning approach to itinerary-level booking prediction in competitive airline markets15 Mar 2021 0 repositories listed
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Application-Driven Learning: A Closed-Loop Prediction and Optimization Approach Applied to Dynamic Reserves and Demand Forecasting26 Feb 2021 0 repositories listed
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Demand Forecasting for Platelet Usage: from Univariate Time Series to Multivariate Models6 Jan 2021 0 repositories listed
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A Trainable Reconciliation Method for Hierarchical Time-Series5 Jan 2021 0 repositories listed
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Privacy Preserving Demand Forecasting to Encourage Consumer Acceptance of Smart Energy Meters14 Dec 2020 0 repositories listed
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Efficient Assessment of Electricity Distribution Network Adequacy with the Cross-Entropy Method30 Nov 2020 0 repositories listed
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Deep Learning for Flight Demand Forecasting6 Nov 2020 0 repositories listed
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Intermittent Demand Forecasting with Renewal Processes4 Oct 2020 0 repositories listed
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A Context Integrated Relational Spatio-Temporal Model for Demand and Supply Forecasting25 Sep 2020 0 repositories listed
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Demand Forecasting in Bike-sharing Systems Based on A Multiple Spatiotemporal Fusion Network23 Sep 2020 0 repositories listed
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An Exponential Factorization Machine with Percentage Error Minimization to Retail Sales Forecasting22 Sep 2020 0 repositories listed
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Demand Forecasting of Individual Probability Density Functions with Machine Learning15 Sep 2020 0 repositories listed
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Robust MPC with data-driven demand forecasting for frequency regulation with heat pumps15 Sep 2020 0 repositories listed
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Knowledge Adaption for Demand Prediction based on Multi-task Memory Neural Network12 Sep 2020 0 repositories listed
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Topology-based Clusterwise Regression for User Segmentation and Demand Forecasting8 Sep 2020 0 repositories listed
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ATM Cash demand forecasting in an Indian Bank with chaos and deep learning24 Aug 2020 0 repositories listed
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DeepSTCL: A Deep Spatio-temporal ConvLSTM for Travel Demand Prediction22 Aug 2020 0 repositories listed
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Demand Forecasting using Long Short-Term Memory Neural Networks19 Aug 2020 0 repositories listed
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A Bayesian Approach for Predicting Food and Beverage Sales in Staff Canteens and Restaurants26 May 2020 0 repositories listed
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Probabilistic Multi-Step-Ahead Short-Term Water Demand Forecasting with Lasso9 May 2020 0 repositories listed
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Ensemble Forecasting of Monthly Electricity Demand using Pattern Similarity-based Methods29 Mar 2020 0 repositories listed
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Data Pre-Processing and Evaluating the Performance of Several Data Mining Methods for Predicting Irrigation Water Requirement1 Mar 2020 0 repositories listed
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A New Decomposition Ensemble Approach for Tourism Demand Forecasting: Evidence from Major Source Countries21 Feb 2020 0 repositories listed
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Tourism Demand Forecasting: An Ensemble Deep Learning Approach19 Feb 2020 0 repositories listed
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Recurrent Transform Learning11 Dec 2019 0 repositories listed
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Hierarchical Demand Forecasting Benchmark for the Distribution Grid3 Oct 2019 0 repositories listed
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Deep Neural Networks for Choice Analysis: A Statistical Learning Theory Perspective16 Sep 2019 0 repositories listed
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Energy Predictive Models with Limited Data using Transfer Learning6 Jun 2019 0 repositories listed
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Multi-Modal Graph Interaction for Multi-Graph Convolution Network in Urban Spatiotemporal Forecasting27 May 2019 0 repositories listed
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Demand forecasting techniques for build-to-order lean manufacturing supply chains20 May 2019 0 repositories listed
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Learning Spatiotemporal Features of Ride-sourcing Services with Fusion Convolutional Network15 Apr 2019 0 repositories listed
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Application of Deep Learning Long Short-Term Memory in Energy Demand Forecasting4 Mar 2019 0 repositories listed
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Ensembling methods for countrywide short term forecasting of gas demand31 Jan 2019 0 repositories listed
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Short-term Demand Forecasting for Online Car-hailing Services using Recurrent Neural Networks29 Jan 2019 0 repositories listed
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Forecasting residential gas demand: machine learning approaches and seasonal role of temperature forecasts4 Jan 2019 0 repositories listed
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Influence of introducing high speed railways on intercity travel behavior in Vietnam29 Sep 2018 0 repositories listed
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Combining time-series and textual data for taxi demand prediction in event areas: a deep learning approach16 Aug 2018 0 repositories listed
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Regret Bounds for Robust Adaptive Control of the Linear Quadratic Regulator23 May 2018 0 repositories listed
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Taxi demand forecasting: A HEDGE based tessellation strategy for improved accuracy17 May 2018 0 repositories listed
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Utilizing Device-level Demand Forecasting for Flexibility Markets - Full Version2 May 2018 0 repositories listed
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ARMDN: Associative and Recurrent Mixture Density Networks for eRetail Demand Forecasting10 Mar 2018 0 repositories listed
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Australia's long-term electricity demand forecasting using deep neural networks7 Jan 2018 0 repositories listed
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Utilizing artificial neural networks to predict demand for weather-sensitive products at retail stores20 Nov 2017 0 repositories listed