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Sentiment analysis (SA) is a process of identifying the emotional tone or polarity within a given text and aims to uncover the user's complex emotions and inner feelings. While sentiment analysis has been extensively studied for languages…

机器学习 · 计算机科学 2025-04-24 Hemal Mahmud , Hasan Mahmud , Mohammad Rifat Ahmmad Rashid

Emotion lexicons describe the affective meaning of words and thus constitute a centerpiece for advanced sentiment and emotion analysis. Yet, manually curated lexicons are only available for a handful of languages, leaving most languages of…

计算与语言 · 计算机科学 2020-05-13 Sven Buechel , Susanna Rücker , Udo Hahn

Emotion recognition in conversations is a challenging task that has recently gained popularity due to its potential applications. Until now, however, a large-scale multimodal multi-party emotional conversational database containing more…

计算与语言 · 计算机科学 2019-06-05 Soujanya Poria , Devamanyu Hazarika , Navonil Majumder , Gautam Naik , Erik Cambria , Rada Mihalcea

Although automatic emotion recognition (AER) has recently drawn significant research interest, most current AER studies use manually segmented utterances, which are usually unavailable for dialogue systems. This paper proposes integrating…

音频与语音处理 · 电气工程与系统科学 2023-08-15 Wen Wu , Chao Zhang , Philip C. Woodland

Recognizing emotions in spoken communication is crucial for advanced human-machine interaction. Current emotion detection methodologies often display biases when applied cross-corpus. To address this, our study amalgamates 16 diverse…

计算与语言 · 计算机科学 2023-11-16 Mohamed Osman , Tamer Nadeem , Ghada Khoriba

Speech emotion recognition (SER) in naturalistic conditions presents a significant challenge for the speech processing community. Challenges include disagreement in labeling among annotators and imbalanced data distributions. This paper…

机器学习 · 计算机科学 2025-06-13 Thanathai Lertpetchpun , Tiantian Feng , Dani Byrd , Shrikanth Narayanan

Even though speech-emotion recognition (SER) has been receiving much attention as research topic, there are still some disputes about which vocal features can identify certain emotion. Emotion expression is also known to be differed…

人机交互 · 计算机科学 2017-10-02 Novita Belinda Wunarso , Yustinus Eko Soelistio

Speech emotion recognition is a challenging task and an important step towards more natural human-machine interaction. We show that pre-trained language models can be fine-tuned for text emotion recognition, achieving an accuracy of 69.5%…

音频与语音处理 · 电气工程与系统科学 2019-12-06 Verena Heusser , Niklas Freymuth , Stefan Constantin , Alex Waibel

Speech Emotion Recognition (SER) research has faced limitations due to the lack of standard and sufficiently large datasets. Recent studies have leveraged pre-trained models to extract features for downstream tasks such as SER. This work…

人工智能 · 计算机科学 2026-02-10 Ali Shendabadi , Parnia Izadirad , Mostafa Salehi , Mahmoud Bijankhan

In this paper, we introduce the first large vocabulary speech recognition system (LVSR) for the Central Kurdish language, named Jira. The Kurdish language is an Indo-European language spoken by more than 30 million people in several…

人工智能 · 计算机科学 2021-02-16 Hadi Veisi , Hawre Hosseini , Mohammad Mohammadamini , Wirya Fathy , Aso Mahmudi

In the field of audio and speech analysis, the ability to identify emotions from acoustic signals is essential. Human-computer interaction (HCI) and behavioural analysis are only a few of the many areas where the capacity to distinguish…

人机交互 · 计算机科学 2023-12-22 Md Gulzar Hussain , Mahmuda Rahman , Babe Sultana , Ye Shiren

Sentiment analysis attempts to identify, extract and quantify affective states and subjective information from various types of data such as text, audio, and video. Many approaches have been proposed to extract the sentiment of individuals…

计算与语言 · 计算机科学 2020-07-21 Rahim Dehkharghani , Hojjat Emami

Software development relies heavily on text-based communication, making sentiment analysis a valuable tool for understanding team dynamics and supporting trustworthy AI-driven analytics in requirements engineering. However, existing…

软件工程 · 计算机科学 2025-07-11 Martin Obaidi , Marc Herrmann , Jil Klünder , Kurt Schneider

Existing user simulators (USs) for task-oriented dialogue systems only model user behaviour on semantic and natural language levels without considering the user persona and emotions. Optimising dialogue systems with generic user policies,…

OCR algorithms have received a significant improvement in performance recently, mainly due to the increase in the capabilities of artificial intelligence algorithms. However, this advancement is not evenly distributed over all languages.…

计算机视觉与模式识别 · 计算机科学 2020-05-15 Atique Ur Rehman , Sibt Ul Hussain

DeepMine is a speech database in Persian and English designed to build and evaluate text-dependent, text-prompted, and text-independent speaker verification, as well as Persian speech recognition systems. It contains more than 1850 speakers…

音频与语音处理 · 电气工程与系统科学 2019-12-10 Hossein Zeinali , Lukáš Burget , Jan "Honza'' Černocký

Interactive sentiment analysis is an emerging, yet challenging, subtask of the sentiment analysis problem. It aims to discover the affective state and sentimental change of each person in a conversation. Existing sentiment analysis…

信息检索 · 计算机科学 2020-05-20 Yazhou Zhang , Lingling Song , Dawei Song , Peng Guo , Junwei Zhang , Peng Zhang

Automatic emotion recognition in speech is a research area with a wide range of applications in human interactions. The basic mathematical tool used for emotion recognition is Pattern recognition which involves three operations, namely,…

其他计算机科学 · 计算机科学 2010-06-24 Prasad Reddy P. V. G. D , A. Prasad , Y. Srinivas , P. Brahmaiah

Speech Emotion Recognition (SER) task has known significant improvements over the last years with the advent of Deep Neural Networks (DNNs). However, even the most successful methods are still rather failing when adaptation to specific…

音频与语音处理 · 电气工程与系统科学 2021-04-16 Clément Le Moine , Nicolas Obin , Axel Roebel

Speech emotion recognition (SER) has many challenges, but one of the main challenges is that each framework does not have a unified standard. In this paper, we propose SpeechEQ, a framework for unifying SER tasks based on a multi-scale…

声音 · 计算机科学 2022-07-29 Zuheng Kang , Junqing Peng , Jianzong Wang , Jing Xiao