Bounded Rationality in Scholarly Knowledge Discovery

نویسندگان

  • Kristina Lerman
  • Nathan O. Hodas
  • Hao Wu
چکیده

In an information-rich world, people’s time and attention must be divided among rapidly changing information sources and the diverse tasks demanded of them. How people decide which of the many sources, such as scientific articles or patents, to read and use in their own work affects dissemination of scholarly knowledge and adoption of innovation. We analyze the choices people make about what information to propagate on the citation networks of Physical Review journals, US patents and legal opinions. We observe regularities in behavior consistent with human bounded rationality: rather than evaluate all available choices, people rely on simply cognitive heuristics to decide what information to attend to. We demonstrate that these heuristics bias choices, so that people preferentially propagate information that is easier to discover, often because it is newer or more popular. However, we do not find evidence that popular sources help to amplify the spread of information beyond making it more salient. Our paper provides novel evidence of the critical role that bounded rationality plays in the decisions to allocate attention in social communication.

برای دانلود رایگان متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

From Bounded to Epistemic Rationality: toward a Theory of Rational Discovery

This paper criticizes the divide ‘by assumption’ between rational choice and behavioral choice and proposes a way of reconnecting ‘bounded’ and ‘unbounded’ rationality. The connection is an epistemic model of rational discovery and problem modeling which can complement both the descriptive behavioral models of search and choice and the prescriptive model of rational choice. The concept of epist...

متن کامل

Bounded Rationality in the Iterated Prisoner’s Dilemma

In diverse fields such as computer science, economics and psychology, bounded rationality has emerged as an important research topic. Models which assume the existence of perfectly rational agents seem inadequate for many realworld problems where agents often lack perfect rationality. Classes of imperfect rationality include the conditions of incomplete knowledge, memory, information or computa...

متن کامل

Bounded Rationality and Alternating-Offer Bargaining

One form of bounded rationality is a breakdown in the commonality of the knowledge that the players are rational. In Rubinstein’s two-person alternating-offer bargaining game, assuming time preferences with constant discount factors, common knowledge of rationality is necessary for an agreement on a subgame perfect equilibrium (SPE) partition to be reached (if ever). In this note, assuming time...

متن کامل

Service Discovery in Open Service-Oriented Multi-Agent Systems

This thesis proposes a model that enhances service discovery in open Service-Oriented Multi-Agent Systems. In this model, agents have a bounded rationality, environment conditions do not remain constant, and not all the agents have a cooperative behavior. Our proposal integrates a network structure and search strategy as well as self-organization mechanisms and strategies for promoting cooperat...

متن کامل

Bounded Rationality: Models of Fast and Frugal Inference

Humans and other animals need to make inferences about their environment under constraints of limited time, knowledge, and computational capacities. However, most theories of inductive inferences model the human mind as a supercomputer like a Laplacean demon, equipped with unlimited time, knowledge, and computational capacities. In this article I review models of fast and frugal inference, that...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

عنوان ژورنال:
  • CoRR

دوره abs/1710.00269  شماره 

صفحات  -

تاریخ انتشار 2017