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Proximal Normalized Subband Adaptive Filtering for Acoustic Echo Cancellation

期刊: IEEE-ACM TRANSACTIONS ON AUDIO SPEECH AND LANGUAGE PROCESSING, 2021; 29 ()

In this paper, we propose a novel normalized subband adaptive filter algorithm suited for sparse scenarios, which combines the proportionate and spars......

Improving Skip-Gram Embeddings Using BERT

期刊: IEEE-ACM TRANSACTIONS ON AUDIO SPEECH AND LANGUAGE PROCESSING, 2021; 29 ()

Contextualized embeddings such as BERT and GPT have been shown to give significant improvement in NLP tasks. On the other hand, static embeddings such......

Expressive TTS Training With Frame and Style Reconstruction Loss

期刊: IEEE-ACM TRANSACTIONS ON AUDIO SPEECH AND LANGUAGE PROCESSING, 2021; 29 ()

We propose a novel training strategy for Tacotron-based text-to-speech (TTS) system that improves the speech styling at utterance level. One of the ke......

Detection of Multiple Steganography Methods in Compressed Speech Based on Code Element Embedding, Bi-LSTM and CNN With Attention Mechanisms

期刊: IEEE-ACM TRANSACTIONS ON AUDIO SPEECH AND LANGUAGE PROCESSING, 2021; 29 ()

Steganographic algorithms in low-bit-rate compressed speech bring convenience to realize covert communication, meanwhile result in safety issues. The ......

Information Fusion in Attention Networks Using Adaptive and Multi-Level Factorized Bilinear Pooling for Audio-Visual Emotion Recognition

期刊: IEEE-ACM TRANSACTIONS ON AUDIO SPEECH AND LANGUAGE PROCESSING, 2021; 29 ()

Multimodal emotion recognition is a challenging task in emotion computing as it is quite difficult to extract discriminative features to identify the ......

Sentiment Time Series Calibration for Event Detection

期刊: IEEE-ACM TRANSACTIONS ON AUDIO SPEECH AND LANGUAGE PROCESSING, 2021; 29 ()

Event detection based on sentiment time series, which describe the trend of users' emotions or attitudes towards specific topics over time, has been w......

A Joint Model for Named Entity Recognition With Sentence-Level Entity Type Attentions

期刊: IEEE-ACM TRANSACTIONS ON AUDIO SPEECH AND LANGUAGE PROCESSING, 2021; 29 ()

Named entity recognition (NER) is one fundamental task in natural language processing, which is typically addressed by neural condition random field (......

A Multi-Agent Communication Based Model for Nested Named Entity Recognition

期刊: IEEE-ACM TRANSACTIONS ON AUDIO SPEECH AND LANGUAGE PROCESSING, 2021; 29 ()

Named entity recognition (NER) is a basic task in natural language processing. Traditionally, sequence labeling methods are applied to named entity re......

Second-Order Semantic Role Labeling With Global Structural Refinement

期刊: IEEE-ACM TRANSACTIONS ON AUDIO SPEECH AND LANGUAGE PROCESSING, 2021; 29 ()

Semantic role labeling (SRL) is one of the important tasks in natural language processing. Current end-to-end SRL, compared with traditional pipeline ......

Recurrent Neural Networks and Acoustic Features for Frame-Level Signal-to-Noise Ratio Estimation

期刊: IEEE-ACM TRANSACTIONS ON AUDIO SPEECH AND LANGUAGE PROCESSING, 2021; 29 ()

It is important to know the presence and the relative level of background noise for many speech processing tasks. Frame-level signal-to-noise ratio (S......

A Graph-to-Sequence Learning Framework for Summarizing Opinionated Texts

期刊: IEEE-ACM TRANSACTIONS ON AUDIO SPEECH AND LANGUAGE PROCESSING, 2021; 29 ()

There is a great need for effective summarization methods to absorb the key points of large amounts of opinions expressed on the Web. In this paper, w......

A Multiple-Integration Encoder for Multi-Turn Text-to-SQL Semantic Parsing

期刊: IEEE-ACM TRANSACTIONS ON AUDIO SPEECH AND LANGUAGE PROCESSING, 2021; 29 ()

This paper studies multi-turn text-to-SQL generation, which is a new but important task in semantic parsing. In order to deal with its two challenges,......

Deep Learning Based Real-Time Speech Enhancement for Dual-Microphone Mobile Phones

期刊: IEEE-ACM TRANSACTIONS ON AUDIO SPEECH AND LANGUAGE PROCESSING, 2021; 29 ()

In mobile speech communication, speech signals can be severely corrupted by background noise when the far-end talker is in a noisy acoustic environmen......

High-Order Pair-Wise Aspect and Opinion Terms Extraction With Edge-Enhanced Syntactic Graph Convolution

期刊: IEEE-ACM TRANSACTIONS ON AUDIO SPEECH AND LANGUAGE PROCESSING, 2021; 29 ()

Pair-wise aspect and opinion terms extraction (PAOTE), aiming at detecting the pair of the correlated aspect and opinion terms jointly, recently has d......

Overview of the Eighth Dialog System Technology Challenge: DSTC8

期刊: IEEE-ACM TRANSACTIONS ON AUDIO SPEECH AND LANGUAGE PROCESSING, 2021; 29 ()

This paper introduces the Eighth Dialog System Technology Challenge. In line with recent challenges, the eighth edition focuses on applying end-to-end......

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