Washington
Psychopathic killers: computerized text analysis uncovers the word patterns of a predator
The words of psychopathic murderers match their personalities, which reflect selfishness, detachment from their crimes and emotional flatness, says Jeff Hancock, Cornell professor of computing and information science, and colleagues at the University of British Columbia in the journal Legal and Criminological Psychology.
Computerized text analysis shows that psychopathic killers make identifiable word choices beyond conscious control when talking about their crimes. This research could lead to new tools for diagnosis and treatment, and has implications law enforcement and social media.
Hancock and his colleagues analyzed stories told by 14 psychopathic male murderers held in Canadian prisons and compared them with 38 convicted murderers who were not diagnosed as psychopathic. Each subject was asked to describe his crime in detail. Their stories were taped, transcribed and subjected to computer analysis.
Clues: conjunctions, physical needs, past tense
Psychopaths used more conjunctions like “because,” “since” or “so that,” implying that the crime “had to be done” to obtain a particular goal. They used twice as many words relating to physical needs, such as food, sex or money, while non-psychopaths used more words about social needs, including family, religion and spirituality. Unveiling their predatory nature in their own description, the psychopaths often included details of what they had to eat on the day of their crime.
Psychopaths were more likely to use the past tense, suggesting a detachment from their crimes, say the researchers. They tended to be less fluent in their speech, using more “ums” and “uhs.” The exact reason for this is not clear, but the researchers speculate that the psychopath is trying harder to make a positive impression, needing to use more mental effort to frame the story.
Two text analysis tools were used to examine the crime narratives. Psychopathy was determined using the Psychopathy Checklist-Revised (PCL-R). The Wmatrix linguistic analysis tool was used to examine parts of speech and semantic content while the Dictionary of Affect and Language (DAL) tool was used to examine the emotional characteristics of the narratives.
“Previous work has looked at how psychopaths use language,” Hancock said. “Our paper is the first to show that you can use automated tools to detect the distinct speech patterns of psychopaths.” This can be valuable to clinical psychologists, he said, because the approach to treatment of psychopaths can be very different.
Read more: http://goo.gl/HhtP8
The words of psychopathic murderers match their personalities, which reflect selfishness, detachment from their crimes and emotional flatness, says Jeff Hancock, Cornell professor of computing and information science, and colleagues at the University of British Columbia in the journal Legal and Criminological Psychology.
Computerized text analysis shows that psychopathic killers make identifiable word choices beyond conscious control when talking about their crimes. This research could lead to new tools for diagnosis and treatment, and has implications law enforcement and social media.
Hancock and his colleagues analyzed stories told by 14 psychopathic male murderers held in Canadian prisons and compared them with 38 convicted murderers who were not diagnosed as psychopathic. Each subject was asked to describe his crime in detail. Their stories were taped, transcribed and subjected to computer analysis.
Clues: conjunctions, physical needs, past tense
Psychopaths used more conjunctions like “because,” “since” or “so that,” implying that the crime “had to be done” to obtain a particular goal. They used twice as many words relating to physical needs, such as food, sex or money, while non-psychopaths used more words about social needs, including family, religion and spirituality. Unveiling their predatory nature in their own description, the psychopaths often included details of what they had to eat on the day of their crime.
Psychopaths were more likely to use the past tense, suggesting a detachment from their crimes, say the researchers. They tended to be less fluent in their speech, using more “ums” and “uhs.” The exact reason for this is not clear, but the researchers speculate that the psychopath is trying harder to make a positive impression, needing to use more mental effort to frame the story.
Two text analysis tools were used to examine the crime narratives. Psychopathy was determined using the Psychopathy Checklist-Revised (PCL-R). The Wmatrix linguistic analysis tool was used to examine parts of speech and semantic content while the Dictionary of Affect and Language (DAL) tool was used to examine the emotional characteristics of the narratives.
“Previous work has looked at how psychopaths use language,” Hancock said. “Our paper is the first to show that you can use automated tools to detect the distinct speech patterns of psychopaths.” This can be valuable to clinical psychologists, he said, because the approach to treatment of psychopaths can be very different.
Read more: http://goo.gl/HhtP8
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