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Site-specific weather forecasts are essential to accurate prediction of power demand and are consequently of great interest to energy operators. However, weather forecasts from current numerical weather prediction (NWP) models lack the…

大气与海洋物理 · 物理学 2024-08-02 MengMeng Han , Tennessee Leeuwenburg , Brad Murphy

Urban house prices are strongly associated with local socioeconomic factors. In literature, house price modeling is based on socioeconomic variables from traditional census, which is not real-time, dynamic and comprehensive. Inspired by the…

计量经济学 · 经济学 2018-09-12 Enwei Zhu , Stanislav Sobolevsky

Stock price prediction is a complicated and interesting task. Noisy trends make stock pricing sensitive and complicated while the economical motivation behind, keeps it interesting for researchers and investors. In this paper we are to…

最优化与控制 · 数学 2023-12-19 Negin Bagherpour

The proposed system aims to use various machine learning algorithms to enhance financial prediction and generate highly accurate analyses. It introduces an AI-driven platform which offers inflation-analysis, stock market prediction, and…

计算工程、金融与科学 · 计算机科学 2025-10-30 Vishal Patil , Kavya Bhand , Kaustubh Mukdam , Kavya Sharma , Manas Kawtikwar , Prajwal Kavhar , Hridayansh Kaware

California's wildfire season keeps getting worse over the years, overwhelming the emergency response teams. These fires cause massive destruction to both property and human life. Because of these reasons, there's a growing need for accurate…

机器学习 · 计算机科学 2025-12-11 Shashank Bhardwaj

Highly regulated domains such as finance have long favoured the use of machine learning algorithms that are scalable, transparent, robust and yield better performance. One of the most prominent examples of such an algorithm is XGBoost.…

人工智能 · 计算机科学 2020-10-08 Srinivasan Ravichandran , Drona Khurana , Bharath Venkatesh , Narayanan Unny Edakunni

Food security is more prominent on the policy agenda today than it has been in the past, thanks to recent food shortages at both the regional and global levels as well as renewed promises from major donor countries to combat chronic hunger.…

机器学习 · 计算机科学 2021-06-22 Mersha Nigus , Dorsewamy

The volatility and complex dynamics of cryptocurrency markets present unique challenges for accurate price forecasting. This research proposes a hybrid deep learning and machine learning model that integrates Long Short-Term Memory (LSTM)…

机器学习 · 计算机科学 2025-06-30 Mehul Gautam

Wildfires present intricate challenges for prediction, necessitating the use of sophisticated machine learning techniques for effective modeling\cite{jain2020review}. In our research, we conducted a thorough assessment of various machine…

机器学习 · 计算机科学 2024-04-03 Di Fan , Ayan Biswas , James Paul Ahrens

The use of Artificial Intelligence (AI) in the real estate market has been growing in recent years. In this paper, we propose a new method for property valuation that utilizes self-supervised vision transformers, a recent breakthrough in…

计算机视觉与模式识别 · 计算机科学 2023-02-02 Mahdieh Yazdani , Maziar Raissi

The real estate market is vital to global economies but suffers from significant information asymmetry. This study examines how Large Language Models (LLMs) can democratize access to real estate insights by generating competitive and…

人工智能 · 计算机科学 2025-10-01 Margot Geerts , Manon Reusens , Bart Baesens , Seppe vanden Broucke , Jochen De Weerdt

Machine learning algorithms emerge as a promising approach in energy fields, but its practical is hindered by data barriers, stemming from high collection costs and privacy concerns. This study introduces a novel federated learning (FL)…

机器学习 · 计算机科学 2024-04-30 Weike Peng , Jiaxin Gao , Yuntian Chen , Shengwei Wang

Real estate appraisal is a complex and important task, that can be made more precise and faster with the help of automated valuation tools. Usually the value of some property is determined by taking into account both structural and…

计算机与社会 · 计算机科学 2021-09-17 Francesco Bergadano , Roberto Bertilone , Daniela Paolotti , Giancarlo Ruffo

Predicting Sea Surface Temperature (SST) in the Great Barrier Reef (GBR) region is crucial for the effective management of its fragile ecosystems. This study provides a rigorous comparative analysis of several machine learning techniques to…

大气与海洋物理 · 物理学 2024-11-26 Dennis Quayesam , Jacob Akubire , Oliveira Darkwah

While the space of renewable energy forecasting has received significant attention in the last decade, literature has primarily focused on machine learning models that train on only one objective at a time. A host of classification (and…

最优化与控制 · 数学 2023-01-31 Aswin Kannan

Predictions are a central part of water resources research. Historically, physically-based models have been preferred; however, they have largely failed at modeling hydrological processes at a catchment scale and there are some important…

应用统计 · 统计学 2023-05-15 Divya K. Bilolikar , Aishwarya More , Aella Gong , Joseph Janssen

Predicting the success of startup companies is of great importance for both startup companies and investors. It is difficult due to the lack of available data and appropriate general methods. With data platforms like Crunchbase aggregating…

机器学习 · 计算机科学 2021-12-16 Dafei Yin , Jing Li , Gaosheng Wu

This project aims to predict short-term and long-term upward trends in the S&P 500 index using machine learning models and feature engineering based on the "101 Formulaic Alphas" methodology. The study employed multiple models, including…

计算金融 · 定量金融 2024-12-17 Shasha Yu , Qinchen Zhang , Yuwei Zhao

Successfully predicting gentrification could have many social and commercial applications; however, real estate sales are difficult to predict because they belong to a chaotic system comprised of intrinsic and extrinsic characteristics,…

机器学习 · 统计学 2019-02-05 Timothy J. Kiely , Nathaniel D. Bastian

In this paper, we review modern approaches to building interpretable models of property markets using machine learning on the base of mass valuation of property in the Primorye region, Russia. There are numerous potential difficulties one…

统计金融 · 定量金融 2026-02-18 Alexey S. Tanashkin , Irina G. Tanashkina , Alexander S. Maksimchuik