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Two-Stage language models for information retrieval

by Chengxiang Zhai, John Lafferty - In: Proc. of the 25th ACM SIGIR Conf , 2002
"... The optimal settings of retrieval parameters often depend on both the document collection and the query, and are usually found through empirical tuning. In this paper, we propose a family of two-stage language models for information retrieval that explicitly captures the different influences of the ..."
Abstract - Cited by 265 (20 self) - Add to MetaCart
of the query and document collection on the optimal settings of retrieval parameters. As a special case, we present a two-stage smoothing method that allows us to estimate the smoothing parameters completely automatically. In the first stage, the document language model is smoothed using a Dirichlet prior

Feature models, grammars, and propositional formulas

by Don Batory , 2005
"... Abstract. Feature models are used to specify members of a product-line. Despite years of progress, contemporary tools provide limited support for feature constraints and offer little or no support for debugging feature models. We integrate prior results to connect feature models, grammars, and propo ..."
Abstract - Cited by 308 (14 self) - Add to MetaCart
Abstract. Feature models are used to specify members of a product-line. Despite years of progress, contemporary tools provide limited support for feature constraints and offer little or no support for debugging feature models. We integrate prior results to connect feature models, grammars

Sustained and transient components of focal visual attention

by Ken Nakayama, Manfred Mackeben - Vision Research , 1989
"... Abstract-Human observers fixated the center of a search array and were required to discriminate the color of an odd target if it was present. The array consisted of horizontal or vertical black or white bars. In the simple case, only orientation was necessary to define the odd target, whereas in the ..."
Abstract - Cited by 262 (2 self) - Add to MetaCart
experiments indicated that this transient attentional component was independent of the observers ’ prior knowledge of target position and was not subject to voluntary control. We provide evidence to suggest hat the transient component does not originate at the earliest stages of visual processing, since

Short-Term Retention of Individual Verbal Items

by Lloyd R. Peterson, Margaret, Jean Peterson - Journal of Experimental Psychology , 1959
"... It is apparent that the acquisition of verbal habits depends on the effects of a given occasion being carried over into later repetitions of the situation. Nevertheless, textbooks separate acquisition and retention into distinct categories. The limitation of discussions of retention to long-term cha ..."
Abstract - Cited by 245 (0 self) - Add to MetaCart
-UCS interval in eyelid conditioning and it is not obvious that the construct so quantified can be readily transferred to verbal learning. One objection is that a verbal stimulus produces a strong predictable response prior to the experimental session and this is not true of the originally neutral stimulus

College sophomores in the laboratory: Influences of a narrow data base on social psychology's view of human nature

by David O. Sears - Journal of Personality and Social Psychology , 1986
"... For the 2 decades prior to 1960, published research in social psychology was based on a wide variety of subjects and research sites. Content analyses show that since then such research has overwhelmingly been based on college students tested in academic laboratories on academiclike tasks. How might ..."
Abstract - Cited by 232 (1 self) - Add to MetaCart
For the 2 decades prior to 1960, published research in social psychology was based on a wide variety of subjects and research sites. Content analyses show that since then such research has overwhelmingly been based on college students tested in academic laboratories on academiclike tasks. How might

Model Predictive Control: Past, Present and Future

by Manfred Morari, Jay H. Lee - Computers and Chemical Engineering , 1997
"... More than 15 years after Model Predictive Control (MPC) appeared in industry as an effective means to deal with multivariable constrained control problems, a theoretical basis for this technique has started to emerge. The issues of feasibility of the on-line optimization, stability and performance a ..."
Abstract - Cited by 215 (8 self) - Add to MetaCart
;rigorously" an involved dynamic programming problem must be solved. The approximation techniques proposed for this purpose are largely at a conceptual stage. Among the broader research needs the following areas are identified: multivariable system identification, performance monitoring and diagnostics, nonlinear state

Multi-Class Segmentation with Relative Location Prior

by Stephen Gould, Jim Rodgers, David Cohen, Gal Elidan, Daphne Koller - INTERNATIONAL JOURNAL OF COMPUTER VISION , 2008
"... Multi-class image segmentation has made significant advances in recent years through the combination of local and global features. One important type of global feature is that of inter-class spatial relationships. For example, identifying “tree” pixels indicates that pixels above and to the sides ar ..."
Abstract - Cited by 102 (4 self) - Add to MetaCart
global information from inter-class spatial relationships and encoding it as a local feature. We employ a two-stage classification process to label all image pixels. First, we generate predictions which are used to compute a local relative location feature from learned relative location maps

Reference priors with partial information

by D. Sun, J. O. Berger - Biometrika , 1998
"... In this paper, reference priors are derived for three cases where partial information is available. If a subjective conditional prior is given, two reasonable methods are proposed for nding the marginal reference prior. If, instead, a subjective marginal prior is available, a method for de ning the ..."
Abstract - Cited by 16 (1 self) - Add to MetaCart
the conditional reference prior is proposed. A su-cient condition is then given under which this conditional reference prior agrees with the conditional reference prior derived in the rst stage of the reference prior algorithm of Berger and Bernardo. Finally, under the assumption of independence, a method

Feature-Based Induction

by Steven A. Sloman, Steven Sloman , 1993
"... A connectionist model of argument strength is proposed that applies to categorical arguments involving natural categories and predicates about which subjects have few prior beliefs. An example is robins have sesamoid bones, therefore falcons have sesamoid bones. The model is based on the hypotheses ..."
Abstract - Cited by 135 (6 self) - Add to MetaCart
that argument strength (i) increases with the overlap between features of the combined premise categories and features of the conclusion category; and (ii) decreases with the amount of prior knowledge about the conclusion category. The model assumes a two-stage process. First, premises are encoded by connecting

Magnetic resonance image tissue classification using a partial volume model

by David W. Shattuck, Stephanie R. Sandor-Leahy, Kirt A. Schaper, David A. Rottenberg, Richard M. Leahy - NEUROIMAGE , 2001
"... We describe a sequence of low-level operations to isolate and classify brain tissue within T1-weighted magnetic resonance images (MRI). Our method first removes nonbrain tissue using a combination of anisotropic diffusion filtering, edge detection, and mathematical morphology. We compensate for imag ..."
Abstract - Cited by 137 (6 self) - Add to MetaCart
types using a maximum a posteriori classifier. This classifier combines the partial volume tissue measurement model with a Gibbs prior that models the spatial properties of the brain. We validate each stage of our algorithm on real and phantom data. Using data from the 20 normal MRI brain data sets
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