Yi-Shin Chen
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View article: A BERT-based ensemble learning approach for the BioCreative VII challenges: full-text chemical identification and multi-label classification in PubMed articles
A BERT-based ensemble learning approach for the BioCreative VII challenges: full-text chemical identification and multi-label classification in PubMed articles Open
In this research, we explored various state-of-the-art biomedical-specific pre-trained Bidirectional Encoder Representations from Transformers (BERT) models for the National Library of Medicine - Chemistry (NLM CHEM) and LitCovid tracks in…
View article: Linguistic Patterns for Code Word Resilient Hate Speech Identification
Linguistic Patterns for Code Word Resilient Hate Speech Identification Open
The permanent transition to online activity has brought with it a surge in hate speech discourse. This has prompted increased calls for automatic detection methods, most of which currently rely on a dictionary of hate speech words, and sup…
View article: Evaluating Quantitative Precipitation Forecasts Using the 2.5 km CReSS Model for Typhoons in Taiwan: An Update through the 2015 Season
Evaluating Quantitative Precipitation Forecasts Using the 2.5 km CReSS Model for Typhoons in Taiwan: An Update through the 2015 Season Open
In this study, 24 h quantitative precipitation forecasts (QPFs) by a cloud-resolving model (with a grid spacing of 2.5 km) on days 1–3 for 29 typhoons in six seasons of 2010–2015 in Taiwan were examined using categorical scores and rain ga…
View article: Age Estimates from Name Characters
Age Estimates from Name Characters Open
Traditionally, we have been attempting to extract useful features from the massive amount of data generated daily. However, following the legal constraints regarding personal data protection and the challenges of potential data biases and …
View article: Relative risk of functional dyspepsia in patients with sleep disturbance: a population-based cohort study
Relative risk of functional dyspepsia in patients with sleep disturbance: a population-based cohort study Open
Increased prevalence of sleep disorders has been found in patients with functional dyspepsia; however, direction of causality remains unclear. Our aim was to compare the risk of incident functional dyspepsia between patients with and witho…
View article: Characteristics of Polycarbonate Soft Segment-Based Thermoplastic Polyurethane
Characteristics of Polycarbonate Soft Segment-Based Thermoplastic Polyurethane Open
The pre-experiment of the present study revealed that polyurethane (PU) synthesized using poly (hexamethylene carbonate) glycol (PHC) has high melt viscosity and is difficult to process. Therefore, poly (trimethylene carbonate) glycol (PTC…
View article: EmotionX-IDEA: Emotion BERT -- an Affectional Model for Conversation
EmotionX-IDEA: Emotion BERT -- an Affectional Model for Conversation Open
In this paper, we investigate the emotion recognition ability of the pre-training language model, namely BERT. By the nature of the framework of BERT, a two-sentence structure, we adapt BERT to continues dialogue emotion prediction tasks, …
View article: Leveraging Linguistic Characteristics for Bipolar Disorder Recognition with Gender Differences
Leveraging Linguistic Characteristics for Bipolar Disorder Recognition with Gender Differences Open
Most previous studies on automatic recognition model for bipolar disorder (BD) were based on both social media and linguistic features. The present study investigates the possibility of adopting only language-based features, namely the syn…
View article: Social Interaction Scaling for Contact Networks
Social Interaction Scaling for Contact Networks Open
Urbanization drives the need for predictive and quantitative methods to understand city growth and adopt informed urban planning. Population increases trigger changes in city attributes that are explicable by scaling laws. These laws show …
View article: A Novel Nested Q-Learning Method to Tackle Time-Constrained Competitive Influence Maximization
A Novel Nested Q-Learning Method to Tackle Time-Constrained Competitive Influence Maximization Open
Time plays a critical role in competitive influence maximization. Companies aim to promote their products before certain events, such as Christmas Eve or music concerts, to gain more benefit under competitions from other companies. Besides…
View article: Facebook Reaction-Based Emotion Classifier as Cue for Sarcasm Detection
Facebook Reaction-Based Emotion Classifier as Cue for Sarcasm Detection Open
Online social media users react to content in them based on context. Emotions or mood play a significant part of these reactions, which has filled these platforms with opinionated content. Different approaches and applications to make bett…
View article: Network approach for decision making under risk—How do we choose among probabilistic options with the same expected value?
Network approach for decision making under risk—How do we choose among probabilistic options with the same expected value? Open
Conventional decision theory suggests that under risk, people choose option(s) by maximizing the expected utility. However, theories deal ambiguously with different options that have the same expected utility. A network approach is propose…
View article: DeepEmo: Learning and Enriching Pattern-Based Emotion Representations
DeepEmo: Learning and Enriching Pattern-Based Emotion Representations Open
We propose a graph-based mechanism to extract rich-emotion bearing patterns, which fosters a deeper analysis of online emotional expressions, from a corpus. The patterns are then enriched with word embeddings and evaluated through several …
View article: CARER: Contextualized Affect Representations for Emotion Recognition
CARER: Contextualized Affect Representations for Emotion Recognition Open
Emotions are expressed in nuanced ways, which varies by collective or individual experiences, knowledge, and beliefs. Therefore, to understand emotion, as conveyed through text, a robust mechanism capable of capturing and modeling differen…
View article: Detection of the Prodromal Phase of Bipolar Disorder from Psychological and Phonological Aspects in Social Media
Detection of the Prodromal Phase of Bipolar Disorder from Psychological and Phonological Aspects in Social Media Open
Seven out of ten people with bipolar disorder are initially misdiagnosed and thirty percent of individuals with bipolar disorder will commit suicide. Identifying the early phases of the disorder is one of the key components for reducing th…
View article: Surfacing contextual hate speech words within social media
Surfacing contextual hate speech words within social media Open
Social media platforms have recently seen an increase in the occurrence of hate speech discourse which has led to calls for improved detection methods. Most of these rely on annotated data, keywords, and a classification technique. While t…
View article: Effect of spatial constraints on Hardy-Weinberg equilibrium
Effect of spatial constraints on Hardy-Weinberg equilibrium Open
Panmixia is a key issue in maintaining genetic diversity, which facilitates evolutionary potential during environmental changes. Additionally, conservation biologists suggest the importance of avoiding small or subdivided populations, whic…
View article: EV Motor Controller Target Cooling by Using Micro Thermoelectric Cooler
EV Motor Controller Target Cooling by Using Micro Thermoelectric Cooler Open
The motor controller is an important component in electric vehicle. Controller always generates heat and needs cooling as electric vehicle driving. Micro thermoelectric cooler (μTEC) with many advantages becomes a potential cooling device …