Intention Gap Research Articles

Increasing Serendipity of Recommender System with Ranking Topic Model

There are thousands of academic paper published each year, it is quite hard for researchers who enters a new field to discover relevant paper and novel paper to read, which we characterize as choice overload problem. Recommender system can help to alleviate the problem, but recommender system suffers from the intention gap problem which is the incapability of the system to accurately guess users' intentions. We proposed a ranking topic model based semantic re commendation framework which helps to introduce serendipity to the system. First, the proposed ranking topic model reorders learnt to pic distributions according to users' intentions. Then, learnt ordered topics are used as features to rank papers in the library accor ding to the relevancy to user query. At the same time, ranked topics also provide novelty to the results. Since there is little work on how to evaluate the serendipity degree of recommender system, we proposed two measure to evaluate this metric. We performed empirical experiments to test the efficiency of proposed framework with state-of-the-art counterparts, the comparison results revealed the su periority of our proposed algorithms. In the end, we illustrated our algorithms with an example and pointed out future research directions.

Intentional coverage gaps reduce cost of mating disruption for Phyllocnistis citrella (Lepidoptera: Gracillariidae) in citrus.

The leafminer, Phyllocnistis citrella Stainton (Lepidoptera: Gracillariidae), is a global pest of citrus and contributes to the incidence and severity of citrus bacterial canker. SPLAT CLM (ISCA Technologies, Riverside, CA) is an emulsified wax that provides sustained release of (Z,Z,E)-7,11,13-hexadecatrienal, the major component of P. citrella sex pheromone. Trials in commercial orchards demonstrated that SPLAT CLM applied to plots of varying width resulted in disruption of trap catch of male P. citrella within treated rows and across untreated rows adjacent to treated rows. SPLAT CLM applied to plots of constant width (10 rows) disrupted trap catch across an untreated gap as the square of the width of the gap. Similarly, the ability of the pheromone source in treated rows to disrupt trap catch across untreated gaps of constant size declined as the square of the width of adjacent treated areas. A coverage pattern of 4 rows skipped for every 10 treated rows resulted in a 4% reduction of trap shutdown, and reduced the product and application costs by 29%. Mining incidence by P. citrella in treated rows was reduced by 53% compared with untreated areas. Intentional coverage gaps can significantly reduce the cost of mating disruption. Commercial lures for P. citrella used in this study were highly potent with respect to attracting males. Each lure was approximately 10(3) times as attractive as an individual P. citrella female. Disruption of trap catch using commercial lures may underestimate actual mating disruption achieved in the field.

ILike: Bridging the Semantic Gap in Vertical Image Search by Integrating Text and Visual Features

With the development of Internet and Web 2.0, large-volume multimedia contents have been made available online. It is highly desired to provide easy accessibility to such contents, i.e., efficient and precise retrieval of images that satisfies users' needs. Toward this goal, content-based image retrieval (CBIR) has been intensively studied in the research community, while text-based search is better adopted in the industry. Both approaches have inherent disadvantages and limitations. Therefore, unlike the great success of text search, web image search engines are still premature. In this paper, we present iLike, a vertical image search engine that integrates both textual and features to improve retrieval performance. We bridge the semantic gap by capturing the meaning of each text term in the feature space, and reweight features according to their significance to the query terms. We also bridge the user intention gap because we are able to infer the visual meanings behind the textual queries. Last but not least, we provide a thesaurus, which is generated from the statistical similarity between the space representation of textual terms. Experimental results show that our approach improves both precision and recall, compared with content-based or text-based image retrieval techniques. More importantly, search results from iLike is more consistent with users' perception of the query terms.

Surface transport and stable trapping of particles and cells by an optical waveguide loop

Waveguide trapping has emerged as a useful technique for parallel and planar transport of particles and biological cells and can be integrated with lab-on-a-chip applications. However, particles trapped on waveguides are continuously propelled forward along the surface of the waveguide. This limits the practical usability of the waveguide trapping technique with other functions (e.g. analysis, imaging) that require particles to be stationary during diagnosis. In this paper, an optical waveguide loop with an intentional gap at the centre is proposed to hold propelled particles and cells. The waveguide acts as a conveyor belt to transport and deliver the particles/cells towards the gap. At the gap, the diverging light fields hold the particles at a fixed position. The proposed waveguide design is numerically studied and experimentally implemented. The optical forces on the particle at the gap are calculated using the finite element method. Experimentally, the method is used to transport and trap micro-particles and red blood cells at the gap with varying separations. The waveguides are only 180 nm thick and thus could be integrated with other functions on the chip, e.g. microfluidics or optical detection, to make an on-chip system for single cell analysis and to study the interaction between cells.

Natural language technology and query expansion: issues, state-of-the-art and perspectives

The availability of an abundance of knowledge sources has spurred a large amount of effort in the development and enhancement of Information Retrieval techniques. Users information needs are expressed in natural language and successful retrieval is very much dependent on the effective communication of the intended purpose. Natural language queries consist of multiple linguistic features which serve to represent the intended search goal. Linguistic characteristics that cause semantic ambiguity and misinterpretation of queries as well as additional factors such as the lack of familiarity with the search environment affect the users ability to accurately represent their information needs, coined by the concept intention gap. The latter directly affects the relevance of the returned search results which may not be to the users satisfaction and therefore is a major issue impacting the effectiveness of information retrieval systems. Central to our discussion is the identification of the significant constituents that characterize the query intent and their enrichment through the addition of meaningful terms, phrases or even latent representations, either manually or automatically to capture their intended meaning. Specifically, we discuss techniques to achieve the enrichment and in particular those utilizing the information gathered from statistical processing of term dependencies within a document corpus or from external knowledge sources such as ontologies. We lay down the anatomy of a generic linguistic based query expansion framework and propose its module-based decomposition, covering topical issues from query processing, information retrieval, computational linguistics and ontology engineering. For each of the modules we review state-of-the-art solutions in the literature categorized and analyzed under the light of the techniques used.

Label-free fluorescent molecular beacon based on a small fluorescent molecule non-covalently bound to the intentional gap site in the stem moiety

A label-free fluorescent molecular beacon (MB) based on a fluorescent molecule, 5,6,7-trimethyl-1,8-naphthyridin-2-ylamine (ATMND) which is non-covalently bound to the intentional gap site in the stem moiety of the label-free MB, was developed. In the absence of a cDNA, ATMND fluorescence is significantly quenched because it binds to the unpaired cytosine at the gap site by hydrogen bonding. As a result, the label-free MB shows almost no fluorescence. Upon hybridization with cDNA, the label-free MB undergoes a conformational change to destroy the gap site. This results in an effective fluorescent enhancement because of the release of the ATMND from the gap site to the solution. Fluorescence titration shows that ATMND strongly binds to the cytosine at the gap site ( K 11 > 10 6). Circular-dichroism spectroscopy indicates that the binding of ATMND at the gap site of the stem moiety does not induce a significant conformational change to the hairpin DNA. Under optimal conditions, the fluorescent intensity of the label-free MB increases with an increase in cDNA concentration from 50 nM to 1.5 μM. A detection limit of 20 nM cDNA was achieved. A single mismatched target ss-DNA can be effectively discriminated from cDNA. The advantage of the label-free MB is that both its ends can be left free to introduce other useful functionalities. In addition, the label-free MB synthesis introduced in this paper is relatively simple and inexpensive because no label is required.

Broken Promises: Private Equity Bidding Behavior and the Value of Reputation

This paper examines reputation and contract design in private equity acquisitions. We use a novel dataset of both completed and terminated private equity buyouts from 2004 through 2010. We find that private equity firms and targets rely on reputation to fill intentional contractual gaps. During the financial crisis private equity firms complete uneconomic, pre-agreed takeovers up to the point when estimated buyout losses rise to at least 7% of sponsors’ fund sizes, or $200 to $400 million in nominal values. Target firms are willing to engage with defaulting private equity firms in future transactions but they penalize these firms by demanding significantly larger contract nonperformance penalties. We conclude that both reputation and explicit contracting can play important and interrelated roles in private equity and complex business relationships generally.

Understanding the behavior changes in belief and attitude among experienced and inexperienced learning object users

Prior empirical studies in the implementation of general information technologies (IT) have revealed that IT adoption and usage were determined by user beliefs and attitudes. However, little is known about how user beliefs and attitudes form and change over time. To address these issues, this paper reports a study of 481 inexperienced and 120 experienced potential users on learning objects. Technology acceptance model’s constructs were used to conduct a longitudinal study across three phases (introduction, training and direct-use experience) to examine the formation and the changes in users’ beliefs and behavioral intention to use learning objects over time. The results showed that the rates of changes in users’ beliefs and behavioral intention toward learning objects usage were time-variant and were more predominant during the early stage (introduction to training) of learning objects usage than in the later stages (training to direct-use experience). The study confirmed that initial exposure through introduction and training was effective in improving inexperienced users’ beliefs and intentions to use learning objects. It also helped to reduce the belief and intention gaps that existed between experienced and inexperienced users. In addition, the influence of initial introduction and training on users’ beliefs and perceptions was sustained over time, thus further indicating their importance.

TH‐D‐224C‐06: An Optimal MLC Quality Assurance Procedure Using EPID

Purpose: IMRT QA is extremely time consuming and labor intensive, while IMRT delivery is complex. The purpose of this work is to develop an automated and quantitative IMRT QA process utilizing an EPID. One of the aspects of this is testing of MLC leaf position accuracy. The Memorial‐Sloan‐Kettering strip test was modified to provide an automated EPID‐based process.Method and Materials: To provide a baseline fluence map, Kodak XV film was irradiated to obtain an open field 2D beam profile, which was fitted with a Gaussian and used in the image correction routine. We used a strip test consisting of seven adjacent segments with an intentional gap of nominally 0.5 mm. The gap was intentionally varied for the positions located at regularly placed hexagonal regions in order to create a set of calibration curves. A fitting technique using a Lorentzian type function was developed to determine the dose‐peak‐height, dose‐peak‐position and FWHM. Results: The standard deviation of dose‐peak‐height at each abutment for traditional Memorial‐Sloan‐Kettering pattern was of the same order of magnitude as that of the average over the entire image. In contrast, in our pattern a difference of an order of magnitude was observed, which indicated the reducing of cross‐talk effect from adjacent leaves. The leaf positioning error can be identified by using standard calibration curves of dose‐peak‐height vs. gap. The coordinate of dose‐peak‐position is found to be an extremely sensitive indicator of leaf error with sub‐pixel standard deviation. Conclusions: This procedure is able to identify MLC positional errors less than 0.5 mm by using a fitting technique and by reducing the cross‐talk effect. Conflict of Interest: Research sponsored by Varian Corporation.

Effects of intentional gaps in spray coverage on the efficacy of gypsy moth mating disruption

Abstract: The study was conducted during 2001 and 2002 in forested areas in Virginia, US to examine the effects of gaps in coverage of pheromone on gypsy moth, Lymantria dispar (L.) (Lep., Lymantriidae), mating disruption. Gypsy moth male moth catches in pheromone‐baited traps were significantly reduced in plots treated with the gypsy moth sex pheromone, disparlure, at an overall application rate of 37.5 g of active ingredient (AI)/ha but with untreated gaps of 30 or 90 m between 30‐m wide treated swaths. In one of the two plots with 90 m gaps, significantly more males were captured in traps in the untreated areas compared with the treated areas within the plot. However, in another plot, significant differences in trap catches between treated and untreated areas were not observed. No difference in male moth catches in the pheromone‐baited traps was observed between treated and untreated areas within the plots treated with 30 m gaps. Female mating success did not differ significantly between treated and untreated areas within the one plot in which it was measured. These results suggest that it may be possible to lower costs associated with gypsy moth mating disruption applications by alternating treated and untreated swaths, which would reduce flight time and fuel costs, without a reduction in efficacy.

Intentional Gaps In Mathematical Proofs

Intentional Gaps In Mathematical Proofs

Industrial Design: High Time Cinderella Went to the Ball

Argues the case for the full integration of industrial design into the new product development (NPD) process. Demonstrates, first, a clear structure of benefits based on design′s direct contribution to profitability and brand value as a core component of the sales proposition – and, by its power of association, a key influencer on the sale itself. Second, it reviews the current state of play in UK industry, based on recent research by the author′s company, Random, in which it identifies a major “intention gap” between attitude and practice. Finally, in prescriptive mode, it provides a detailed “route‐map” for achieving full integration.