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Statistical topic models are increasingly and popularly used by Digital Humanities scholars to perform distant reading tasks on literary data. It allows us to estimate what people talk about. Especially Latent Dirichlet Allocation (LDA) has…

计算与语言 · 计算机科学 2019-09-26 Thomas N. Haider

This paper addresses the use of smart-home sensor streams for continuous prediction of energy loads of individual households which participate as an agent in local markets. We introduces a new device level energy consumption dataset…

机器学习 · 计算机科学 2017-08-16 Christoph Doblander , Martin Strohbach , Holger Ziekow , Hans-Arno Jacobsen

Crowdfunding in the realm of the Social Web has received substantial attention, with prior research examining various aspects of campaigns, including project objectives, durations, and influential project categories for successful…

计算与语言 · 计算机科学 2024-01-09 Prathamesh Muzumdar , George Kurian , Ganga Prasad Basyal

Demand-side management now encompasses more residential loads. To efficiently apply demand response strategies, it's essential to periodically observe the contribution of various domestic appliances to total energy consumption.…

信号处理 · 电气工程与系统科学 2023-06-09 Mohammad Irani Azad , Roozbeh Rajabi , Abouzar Estebsari

Background: Many biological systems are modeled qualitatively with discrete models, such as probabilistic Boolean networks, logical models, Petri nets, and agent-based models, with the goal to gain a better understanding of the system. The…

In this paper we demonstrate the applicability of latent Dirichlet allocation (LDA) for classifying large Web document collections. One of our main results is a novel influence model that gives a fully generative model of the document…

信息检索 · 计算机科学 2010-06-28 István Bíró , Jácint Szabó

Demand response services at the distribution level are emerging as enabling strategies for improving grid reliability in the presence of intermittent renewable generation and grid congestion. For residential loads, space heating and…

最优化与控制 · 数学 2025-05-22 Erhan Can Ozcan , Emiliano Dall'Anese , Ioannis Ch. Paschalidis

Current daily paper releases are becoming increasingly large and areas of research are growing in diversity. This makes it harder for scientists to keep up to date with current state of the art and identify relevant work within their lines…

机器学习 · 计算机科学 2020-02-10 Ezequiel Alvarez , Federico Lamagna , Cesar Miquel , Manuel Szewc

The data collected by smart meters contain a lot of useful information. One potential use of the data is to track the energy consumptions and operating statuses of major home appliances.The results will enable homeowners to make sound…

信号处理 · 电气工程与系统科学 2019-07-09 M. Dong , P. C. M. Meira , W. Xu , C. Y. Chung

Energy theft constitutes an issue of great importance for electricity operators. The attempt to detect and reduce non-technical losses is a challenging task due to insufficient inspection methods. With the evolution of advanced metering…

数据库 · 计算机科学 2019-02-12 Konstantinos Blazakis , Georgios Stavrakakis

Latent Dirichlet Allocation (LDA) is a popular topic modeling technique for hidden semantic discovery of text data and serves as a fundamental tool for text analysis in various applications. However, the LDA model as well as the training…

机器学习 · 计算机科学 2020-10-12 Fangyuan Zhao , Xuebin Ren , Shusen Yang , Qing Han , Peng Zhao , Xinyu Yang

The roll-out of smart meters in electricity networks introduces risks for consumer privacy due to increased measurement frequency and granularity. Through various Non-Intrusive Load Monitoring techniques, consumer behavior may be inferred…

信息论 · 计算机科学 2017-06-28 Jun-Xing Chin , Tomas Tinoco De Rubira , Gabriela Hug

Higher energy consumption of Heterogeneous Networks (HetNet), compared to Macro Only Networks (MONET), raises a great concern about the energy efficiency of HetNets. In this work we study a dynamic activation strategy, which changes the…

网络与互联网体系结构 · 计算机科学 2019-10-21 Amir Behrouzi-Far , Ezhan Karasan

Understanding what drives popularity is critical in today's digital service economy, where content creators compete for consumer attention. Prior studies have primarily emphasized the role of content features, yet creators often misjudge…

计算与语言 · 计算机科学 2025-10-14 Jingyi Wu , Junying Liang

Narratives about economic events and policies are widely recognised as influential drivers of economic and business behaviour. Yet the statistical identification of narrative emergence remains underdeveloped. Narratives evolve gradually,…

统计方法学 · 统计学 2026-02-25 Cynthia Medeiros , John Quigley , Matthew Revie

Electricity consumption has increased exponentially during the past few decades. This increase is heavily burdening the electricity distributors. Therefore, predicting the future demand for electricity consumption will provide an upper hand…

机器学习 · 计算机科学 2019-09-19 Anupiya Nugaliyadde , Upeka Somaratne , Kok Wai Wong

Leveraging data collected from smart meters in buildings can aid in developing policies towards energy conservation. Significant energy savings could be realised if deviations in the building operating conditions are detected early, and…

机器学习 · 计算机科学 2023-03-29 Durga Prasad Pydi , S. Advaith

In this paper, the modeling of building end-use energy profile is comprehensively investigated. Top-down and Bottom-up approaches are discussed with a focus on the latter for better integration with occupant information. Compared to the…

应用统计 · 统计学 2016-11-17 Zhaoyi Kang , Ming Jin , Costas J. Spanos

We present a framework for large-scale sentiment and topic analysis of Twitter discourse. Our pipeline begins with targeted data collection using conflict-specific keywords, followed by automated sentiment labeling via multiple pre-trained…

计算与语言 · 计算机科学 2025-05-06 Yiwen Lu , Siheng Xiong , Zhaowei Li

Residential smart meters have been widely installed in urban houses nationwide to provide efficient and responsive monitoring and billing for consumers. Studies have shown that providing customers with device-level usage information can…

信号处理 · 电气工程与系统科学 2020-07-14 Mengheng Xue , Samantha Kappagoda , David K. A. Mordecai