Advanced Analytics and Learning on Temporal Data: 10th Ecml Pkdd Workshop, Aaltd 2025, Porto, Portugal, September 19, 2025, Revised Selected Papers
暫譯: 時間數據的進階分析與學習：第十屆 ECML PKDD 研討會，AALTD 2025，葡萄牙波爾圖，2025年9月19日，修訂選定論文
Lemaire, Vincent, Ifrim, Georgiana, Bagnall, Anthony
- 出版商: Springer
- 出版日期: 2026-02-21
- 售價: $2,480
- 貴賓價: 9.5 折 $2,356
- 語言: 英文
- 頁數: 215
- 裝訂: Quality Paper - also called trade paper
- ISBN: 3032155347
- ISBN-13: 9783032155344
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相關分類:
Machine Learning
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商品描述
This book constitutes the revised selected papers of the 10th ECML PKDD workshop on Advanced Analytics and Learning on Temporal Data, AALTD 2025, held in Porto, Portugal, on September 19, 2025.
The 13 full papers presented here were carefully reviewed and selected from 22 submissions. The papers focus on the following topics: Clustering and Analysis of Time Series; Forecasting and Prediction; Analysis and Processing of Time Series; Models and Approaches Based on Deep Learning and LLMs; Time Series Classification; Augmentation, Imputation, and Preprocessing Techniques.
商品描述(中文翻譯)
本書為2025年9月19日在葡萄牙波爾圖舉行的第十屆ECML PKDD研討會「時間數據的高級分析與學習」（AALTD 2025）修訂選定論文集。
這裡呈現的13篇完整論文是從22篇投稿中仔細審核和選出的。這些論文專注於以下主題：時間序列的聚類與分析；預測與預測技術；時間序列的分析與處理；基於深度學習和大型語言模型（LLMs）的模型與方法；時間序列分類；增強、插補與預處理技術。
