Child Abuse and Domestic Abuse: Content and Feature Analysis from Social Media Disclosures

机译：虐待儿童和家庭虐待：社交媒体披露的内容和特征分析

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Due to increase in popularity of social media, people have started discussing their thoughts and opinions in the form of textual posts. Currently, the people tend to disclose even the socially tabooed topics such as Child Abuse (CA), and Domestic Abuse (DA) to receive the desired response and social support in turn. The increasing volume of abuse related posts being shared on social media is of great interest for public health sectors and family welfare organizations to monitor the public health and promote support services. However, due to the large volume, high velocity and huge variety of context and content of user generated data, it is difficult to mine the different kinds of abuse (CA and DA) related posts from other general posts, that flood over the web. Hence, this paper aims to discover and differentiate the characteristics of CA and DA posts from the massive user generated posts, with the underlying context. Various features such as psycholinguistic, textual and sentimental features are analyzed and Machine Learning techniques are trained to analyze the predictive power of extracted features. Hence, the resulting model achieves more predictive power with high accuracy in classifying possible cases of abuse related posts from diverse user posts.

机译：由于社交媒体的普及，人们已经开始以文字帖子的形式讨论他们的想法和见解。当前，人们甚至倾向于披露社会上受禁忌的话题，例如虐待儿童（CA）和家庭虐待（DA），以便依次获得所需的回应和社会支持。在社交媒体上分享与虐待相关的帖子越来越多，这对公共卫生部门和家庭福利组织监测公共卫生和促进支持服务非常感兴趣。但是，由于用户生成的数据量大，速度快，上下文和内容的种类繁多，因此很难从网络上泛滥的其他普通帖子中挖掘与滥用相关的各种帖子（CA和DA）。因此，本文旨在通过潜在的上下文从大量用户生成的帖子中发现并区分CA和DA帖子的特征。分析了各种功能，例如心理语言，文本和情感特征，并且训练了机器学习技术以分析提取的特征的预测能力。因此，在对来自不同用户帖子的与滥用相关的帖子的可能情况进行分类的过程中，所得模型能够以更高的准确性获得更高的预测能力。

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《Australasian Database Conference on Databases theory and applications》|2018年|174-185|共12页
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Sudha Subramani; Hua Wang; Md Rafiqul Islam; Anwaar Ulhaq; Manjula OConnor;
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Child Abuse; Domestic Abuse; Social media; Text mining; Machine learning;

机译：虐待儿童;家庭暴力;社交媒体;文本挖掘;机器学习;

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6. An Ecological Analysis of Child Sexual Abuse Disclosure: Considerations for Child and Adolescent Mental Health [O] . Ramona Alaggia 2010

机译：儿童性虐待披露的生态分析：儿童和青少年心理健康的考虑因素
7. nyk of the Lviv University. Series Law KEYWORDS abuse of authority, abuse of power, abuse of official status, abuse of office acts of the European Union, international legal regulation, employment, right to free movement advocacy, advocate activity, advocacy science, advocatologie, theory of advocacy appeal proceeding, grounds to judgement revision, inconsistency of the court’s findings at first instance with the actual circumstances of the criminal proceedings, cancellation or alteration of the judgment charity organization, founder, assets of charity organization, constituent documents criminal proceedings, subjects of criminal proceedings, the suspect, the suspect law, criminal procedure, international standards employer’s duty, right to the moral injury compensation, social insurance from an industrial accident, social need, labour dispute forms of the legal actions of the collective of employees historical and legal science department, scientific activity law enforcement equipment, individual legal act, the means of forming the content of the enforcement act, requirements for registration of individual legal act attributes (properties) of acts of law legal formula (construction), qualified corpus delicti of a crime, degree of social danger, crime-forming feature legal social community legal technique, technology, legal act, legal system, lawmaking legitimacy, investigation of crime, concept of criminalistics, criminalistics recommendations, tactical methods measures aimed at providing criminal proceedings, procedural sanction, monetary penalty, pre-trial investigation national implementation, forms of implementation, implementation practice, European states, international treaties participant, shareholder, partnership, acquisition, changing, suspension proof, probability, likelihood, credibility in evidence, reliability scientific school, research, development land, agricultural and environmental law, Lviv Scientific School land, agricultural and environmental law the High Council of Justice of Ukraine, the National Council of Justice of the Republic of Poland, judges’ independence, international standards of the judiciary the presumption of the labor legal personality OPEN JOURNAL SYSTEMS Journal Help USER Username Password Remember me Login NOTIFICATIONS View Subscribe LANGUAGE Select LanguageSubmit JOURNAL CONTENT Search Search Scope Search Browse By Issue By Author By Title Other Journals FONT SIZE Make font size smallerMake font size defaultMake font size larger INFORMATION For Readers For Authors For Librarians HOME ABOUT LOGIN REGISTER SEARCH CURRENT ARCHIVES ANNOUNCEMENTS Home > No 67 (2018) > Марін ONCE AGAIN ON THE RETROACTIVE EFFECT OF THE CRIMINAL LAW IN TIME IN THE ASPECT OF INDIRECT CRIMINALIZATION [O] . Oleksandr Marin 2018

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Child Abuse and Domestic Abuse: Content and Feature Analysis from Social Media Disclosures

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