玩游戏可帮助分析师消除偏见
文章来源:未知 文章作者:enread 发布时间:2012-11-14 05:36 字体: [ ]  进入论坛
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Game-playing may help intelligence analysts1 with the serious business of identifying biases3 that can cloud decision-making and problem-solving during life or death situations, according to researchers. Analytic4 exercises conducted by researchers at Raytheon that used scenario5-based games designed by Col. Jacob Graham, senior research associate in the College of Information Sciences and Technology, Penn State, showed that some of the participants displayed anchoring and confirmation6 biases as they tried to determine responsibility and motivations for insurgent7 attacks in the scenario. Confirmation bias2 is the tendency to accept only information that supports current beliefs and attitudes, while anchoring leads people to overemphasize past judgments8 or initial hypotheses in spite of new, contradictory9 evidence.
 
"Biases are often difficult to identify, but it's important to recognize bias in decision theory and analysis," said Graham, who worked with Donald Kretz and B. J. Simpson, both cognitive10 scientists at Raytheon Intelligence and Information Systems. "For decision makers11, biases can make the difference in life and death decisions."
 
The researchers said that the idea to use games as a way to detect confirmation bias was rooted in recent studies that implicated12 biases in number of national intelligence failures.
 
"There have been a lot of post-9/11 studies that looked at analytic tradecraft and intelligence failures," said Kretz. "What they found was that there are a number of significant obstacles to good and thorough intelligence analysis, but what gets mentioned over and over in these studies is cognitive bias."
 
Graham designed a series of games based on real-life situations that U.S. intelligence analysts faced in Iraq. He used information from a collection of digital documents and reports that he developed to create decision-making games for analysts.
 
"It's fictional13, but it's very real," said Graham. "We are very careful not to give up secrets on how the U.S. operates."
 
The researchers, who report their findings at the IEEE Conference on Technologies for Homeland Security, today (Nov. 13), said the games used a chain of messages, intercepted14 phone calls and intelligence reports that offered insights into the activities of insurgent(叛乱的) groups in a poor area of Baghdad.
 
According to Kretz, three groups of nine participants, all engineers at Raytheon, were placed in the middle of an evolving scenario of a series of insurgent attacks. The subjects, who were college educated but not trained in intelligence analysis, had access evidence following each attack and were asked to assess responsibility and motivation after each attack occurred.
 
The first group analyzed15 the data by trying to understand the relationships between known and unknown groups of people -- link analysis. Another group pulled information and weighed the importance of the data, called information extraction and weighting. Researchers briefed the final group on how to use competing hypothesis to explain reported insurgent acts. Creating alternative hypothesis is one way to avoid confirmation bias.
 
The team that trained in considering alternative hypotheses significantly outperformed the other teams when identifying the perpetrators and the intended targets, Kretz said.


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1 analysts 167ff30c5034ca70abe2d60a6e760448     
分析家,化验员( analyst的名词复数 )
参考例句:
  • City analysts forecast huge profits this year. 伦敦金融分析家预测今年的利润非常丰厚。
  • I was impressed by the high calibre of the researchers and analysts. 研究人员和分析人员的高素质给我留下了深刻印象。
2 bias 0QByQ     
n.偏见,偏心,偏袒;vt.使有偏见
参考例句:
  • They are accusing the teacher of political bias in his marking.他们在指控那名教师打分数有政治偏见。
  • He had a bias toward the plan.他对这项计划有偏见。
3 biases a1eb9034f18cae637caab5279cc70546     
偏见( bias的名词复数 ); 偏爱; 特殊能力; 斜纹
参考例句:
  • Stereotypes represent designer or researcher biases and assumptions, rather than factual data. 它代表设计师或者研究者的偏见和假设,而不是实际的数据。 来自About Face 3交互设计精髓
  • The net effect of biases on international comparisons is easily summarized. 偏差对国际比较的基本影响容易概括。
4 analytic NwVzn     
adj.分析的,用分析方法的
参考例句:
  • The boy has an analytic mind. 这男孩有分析的头脑。
  • Latin is a synthetic language,while English is analytic.拉丁文是一种综合性语言,而英语是一种分析性语言。
5 scenario lZoxm     
n.剧本,脚本;概要
参考例句:
  • But the birth scenario is not completely accurate.然而分娩脚本并非完全准确的。
  • This is a totally different scenario.这是完全不同的剧本。
6 confirmation ZYMya     
n.证实,确认,批准
参考例句:
  • We are waiting for confirmation of the news.我们正在等待证实那个消息。
  • We need confirmation in writing before we can send your order out.给你们发送订购的货物之前,我们需要书面确认。
7 insurgent V4RyP     
adj.叛乱的,起事的;n.叛乱分子
参考例句:
  • Faruk says they are threatened both by insurgent and government forces.法鲁克说,他们受到暴乱分子和政府军队的双重威胁。
  • The insurgent mob assembled at the gate of the city park.叛变的暴徒聚在市立公园的门口。
8 judgments 2a483d435ecb48acb69a6f4c4dd1a836     
判断( judgment的名词复数 ); 鉴定; 评价; 审判
参考例句:
  • A peculiar austerity marked his judgments of modern life. 他对现代生活的批评带着一种特殊的苛刻。
  • He is swift with his judgments. 他判断迅速。
9 contradictory VpazV     
adj.反驳的,反对的,抗辩的;n.正反对,矛盾对立
参考例句:
  • The argument is internally contradictory.论据本身自相矛盾。
  • What he said was self-contradictory.他讲话前后不符。
10 cognitive Uqwz0     
adj.认知的,认识的,有感知的
参考例句:
  • As children grow older,their cognitive processes become sharper.孩子们越长越大,他们的认知过程变得更为敏锐。
  • The cognitive psychologist is like the tinker who wants to know how a clock works.认知心理学者倒很像一个需要通晓钟表如何运转的钟表修理匠。
11 makers 22a4efff03ac42c1785d09a48313d352     
n.制造者,制造商(maker的复数形式)
参考例句:
  • The makers of the product assured us that there had been no sacrifice of quality. 这一产品的制造商向我们保证说他们没有牺牲质量。
  • The makers are about to launch out a new product. 制造商们马上要生产一种新产品。 来自《简明英汉词典》
12 implicated 8443a53107b44913ed0a3f12cadfa423     
adj.密切关联的;牵涉其中的
参考例句:
  • These groups are very strongly implicated in the violence. 这些组织与这起暴力事件有着极大的关联。 来自《简明英汉词典》
  • Having the stolen goods in his possession implicated him in the robbery. 因藏有赃物使他涉有偷盗的嫌疑。 来自《现代汉英综合大词典》
13 fictional ckEx0     
adj.小说的,虚构的
参考例句:
  • The names of the shops are entirely fictional.那些商店的名字完全是虚构的。
  • The two authors represent the opposite poles of fictional genius.这两位作者代表了天才小说家两个极端。
14 intercepted 970326ac9f606b6dc4c2550a417e081e     
拦截( intercept的过去式和过去分词 ); 截住; 截击; 拦阻
参考例句:
  • Reporters intercepted him as he tried to leave the hotel. 他正要离开旅馆,记者们把他拦截住了。
  • Reporters intercepted him as he tried to leave by the rear entrance. 他想从后门溜走,记者把他截住了。
15 analyzed 483f1acae53789fbee273a644fdcda80     
v.分析( analyze的过去式和过去分词 );分解;解释;对…进行心理分析
参考例句:
  • The doctors analyzed the blood sample for anemia. 医生们分析了贫血的血样。 来自《简明英汉词典》
  • The young man did not analyze the process of his captivation and enrapturement, for love to him was a mystery and could not be analyzed. 这年轻人没有分析自己蛊惑著迷的过程,因为对他来说,爱是个不可分析的迷。 来自《简明英汉词典》
TAG标签: game analysis bias
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