Mastering Text Classification: Cutting-Edge Nlp Techniques
暫譯: 掌握文本分類：前沿的自然語言處理技術
Abbas, Mourad
- 出版商: Springer
- 出版日期: 2025-10-12
- 售價: $6,800
- 貴賓價: 9.5 折 $6,460
- 語言: 英文
- 頁數: 142
- 裝訂: Hardcover - also called cloth, retail trade, or trade
- ISBN: 3031936116
- ISBN-13: 9783031936111
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相關分類:
Text-mining
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相關主題
商品描述
This book provides cutting-edge natural language processing (NLP) techniques to unlock the power of text data. It presents advanced methods for various text classification tasks, like discourse relation classification, classification in large taxonomies, and leveraging disagreement between annotators for text classification.
This book equips readers whether they are researchers or professionals, looking to apply NLP in real-world settings, with the latest advancements, and gives them the opportunity to explore techniques to handle limited data, and harness the power of pre-trained language models like BERT. By the end, readers will be equipped to tackle specific text classification challenges and advance the field of NLP.
商品描述(中文翻譯)
本書提供尖端的自然語言處理（NLP）技術，以釋放文本數據的潛力。它介紹了各種文本分類任務的先進方法，例如話語關係分類、大型分類法中的分類，以及利用標註者之間的分歧進行文本分類。
本書為讀者提供最新的進展，無論是研究人員還是專業人士，旨在將NLP應用於現實世界的場景，並給予他們探索處理有限數據的技術的機會，並利用像BERT這樣的預訓練語言模型的力量。到最後，讀者將能夠應對特定的文本分類挑戰，並推進NLP領域的發展。
作者簡介
Dr. Mourad Abbas is research director at the High Council of Arabic, specializing in the dynamic field of natural language processing with a primary focus on the Arabic language and its diverse dialects. With a passion for pushing the boundaries of NLP, Dr. Abbas' research interests span a wide range of crucial topics, including machine translation, speech recognition, language identification, natural language understanding, and the challenges faced by under-resourced languages. Throughout his career, Dr. Abbas has made many contributions to the academic community, having published over sixty impactful papers. He has also played an important role in editing the proceedings of the International Conference on Natural Language and Speech Processing, featured in prestigious platforms like Elsevier, ACL Anthology, and IEEExplore. Recognized as an expert in his field, Dr. Abbas is actively engaged in peer review activities for distinguished journals, such as Language Resources and Evaluation, and Digital Signal Processing, along with conferences like ICASSP, Interspeech, Coling, and NAACL-HLT.
作者簡介(中文翻譯)
穆拉德·阿巴斯博士是阿拉伯高級委員會的研究主任，專注於自然語言處理這一動態領域，主要研究阿拉伯語及其多樣的方言。阿巴斯博士對推動自然語言處理的邊界充滿熱情，他的研究興趣涵蓋了許多重要主題，包括機器翻譯、語音識別、語言識別、自然語言理解以及資源不足語言所面臨的挑戰。在他的職業生涯中，阿巴斯博士對學術界做出了許多貢獻，發表了超過六十篇具有影響力的論文。他還在編輯《國際自然語言與語音處理會議論文集》中扮演了重要角色，該論文集在如Elsevier、ACL Anthology和IEEExplore等知名平台上發表。作為該領域的專家，阿巴斯博士積極參與知名期刊的同行評審活動，如《語言資源與評估》和《數位信號處理》，以及ICASSP、Interspeech、Coling和NAACL-HLT等會議。
