• Title/Summary/Keyword: Filtering types

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A SVM-based Spam Filtering System for Short Message Service (SMS) (휴대폰 SMS를 위한 SVM 기반의 스팸 필터링 시스템)

  • Joe, In-Whee;Shim, Hye-Taek
    • The Journal of Korean Institute of Communications and Information Sciences
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    • v.34 no.9B
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    • pp.908-913
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    • 2009
  • Mobile phones became important household appliance that cannot be without in our daily lives. And the short messaging service (SMS) in these mobile phones is 1.5 to 2 times more than the voice service. However, the spam filtering functions installed in mobile phones take a method to receive specific number patterns or words and recognize spam messages when those numbers or words are present. However, this method cannot properly filters various types of spam messages currently dispatched. This paper proposes a more powerful and more adaptive spam filtering system using SVM and thesaurus. The system went through a process of isolating words from sample data through pro-processing device and integrating meanings of isolated words using a thesaurus. Then it generated characteristics of integrated words through the chi-square statistics and studied the characteristics. The proposed system is realized in a Window environment and the performance is confirmed through experiments.

Study on Collaborative Filtering Algorithm Considering Temporal Variation of User Preference (사용자 성향의 시간적 변화를 고려한 협업 필터링 알고리즘에 관한 연구)

  • Park, Young-Yong;Lee, Hak-Sung
    • Journal of the Korean Institute of Intelligent Systems
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    • v.13 no.5
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    • pp.526-529
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    • 2003
  • Recommender systems or collaborative filtering are methods to identify potentially interesting or valuable items to a particular user Under the assumption that people with similar interest tend to like the similar types of items, these methods use a database on the preference of a set of users and predict the rating on the items that the user has not rated. Usually the preference of a particular user is liable to vary with time and this temporal variation may cause an inaccurate identification and prediction. In this paper we propose a method to adapt the temporal variation of the user preference in order to improve the predictive performance of a collaborative filtering algorithm. To be more specific, the correlation weight of the GroupLens system which is a general formulation of statistical collaborative filtering algorithm is modified to reflect only recent similarity between two user. The proposed method is evaluated for EachMovie dataset and shows much better prediction results compared with GrouPLens system.

Probabilistic filtering for a biological knowledge discovery system with text mining and automatic inference (텍스트 마이닝 및 자동 추론 기반 생물학 지식 발견 시스템을 위한 확률 기반 필터링)

  • Lee, Hee-Jin;Park, Jong-C.
    • Journal of the Korea Society of Computer and Information
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    • v.17 no.2
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    • pp.139-147
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    • 2012
  • In this paper, we discuss the structure of biological knowledge discovery system based on text mining and automatic inference. Given a set of biology documents, the system produces a new hypothesis in an integrated manner. The text mining module of the system first extracts the 'event' information of predefined types from the documents. The inference module then produces a new hypothesis based on the extracted results. Such an integrated system can use information more up-to-date and diverse than other automatic knowledge discovery systems use. However, for the success of such an integrated system, the precision of the text mining module becomes crucial, as any hypothesis based on a single piece of false positive information would highly likely be erroneous. In this paper, we propose a probabilistic filtering method that filters out false positives from the extraction results. Our proposed method shows higher performance over an occurrence-based baseline method.

Retouching Method for Watercolor Painting Effect Using Mean Shift Segmentation (Mean Shift Segmentation을 이용한 수채화 효과 생성 기법)

  • Lee, Sang-Geol;Kim, Cheol-Ki;Cha, Eui-Young
    • Journal of the Korea Society of Computer and Information
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    • v.15 no.9
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    • pp.25-33
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    • 2010
  • We propose a retouching method that converts a general photography to a watercolor painting image using bilateral filtering and mean shift segmentation which are mostly used in image processing. The first step is to weaken high frequency components of the image, while preserving the edge of image using the bilateral filtering. And after that we perform DoG(Difference of Gradient) edge extraction and mean shift segmentation respectively from the bilateral filtered image. The DoG edge extraction is performed using luminance component of the image whose RGB color space is transformed into CIELAB space. Experimental result shows that our method can be applied to various types of image and bring better result, especially against the photo taken in daylight.

Correlation Analysis between Rating Time and Values for Time-aware Collaborative Filtering Systems

  • Soojung Lee
    • Journal of the Korea Society of Computer and Information
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    • v.28 no.5
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    • pp.75-82
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    • 2023
  • In collaborative filtering systems, the item rating prediction values calculated by the systems are very important for customer satisfaction with the recommendation list. In the time-aware system, predictions are calculated by reflecting the rating time of users, and in general, exponentially lower weights are assigned to past rating values. In this study, to find out whether the influence of rating time on the rating value varies according to various factors, the correlation between user rating value and rating time is investigated by the degree of user rating activity, the popularity of items, and item genres. As a result, using two types of public datasets, especially in the sparse dataset, significantly different correlation index values were obtained for each factor. Therefore, it is confirmed that the influence weight of the rating time on the rating prediction value should be set differently in consideration of the above-mentioned various factors as well as the density of the dataset.

Perceptual Characteristics of Korean Consonants Distorted by the Frequency Band Limitation (주파수 대역 제한에 의한 한국어 자음의 지각 특성 분석)

  • Kim, YeonWhoa;Choi, DaeLim;Lee, Sook-Hyang;Lee, YongJu
    • Phonetics and Speech Sciences
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    • v.6 no.1
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    • pp.95-101
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    • 2014
  • This paper investigated the effects of frequency band limitation on perceptual characteristics of Korean consonants. Monosyllabic speech (144 syllables of CV type, 56 syllables of VC type, 8 syllables of V type) produced by two announcers were low- and high-pass filtered with cutoff frequencies ranging from 300 to 5000 Hz. Six listeners with normal hearing performed perception test by types of filter and cutoff frequencies. We reported phoneme recognition rates and types of perception error of band-limited Korean consonants to examine how frequency distortion in the process of speech transmission affect listener's perception. The results showed that recognition rates varied with the following factors: position in a syllable, manner of articulation, place of articulation, and phonation types. Consonants in the final position were stronger to the frequency band limitation than those in the initial position. Fricatives and Affricates are stronger than stops. Fortis consonants were less stronger than their lenis or aspirated counterparts. Types of perception error also varied depending on such factors as consonant's place of articulation: In case of bilabial stops, they were perceived as alveolar stops with while in cases of alveolar and velar stops, there were changes in phonation types without any change in the place of articulation.

New adaptive tracking filter for maneuvering target (운동물체에 대한 적응제어에 관한 연구)

  • 양흥석;송광섭
    • 전기의세계
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    • v.31 no.2
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    • pp.119-125
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    • 1982
  • A new approach to the maneuvering target tracking problem is proposed. Its basic concept is to take the maneuver variable from the measurements. Tracking scheme based on the Kalman filter estimates the maneuver varieble from the residual and uses the estimates to update the Kalman filter. The estimation process is independent of target types and a model of the maneuver characteristics. All the filtering algorithms are processed in polor coordinate. Simulation results are presented and compared to that of the extended Kalman filter.

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Single Phase PWM Converters with Active Filter Functions Both on AC-Input and DC-Output Sides

  • MATSUI, Mikihiko;KITANO, Tatsuya
    • Proceedings of the KIPE Conference
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    • 1998.10a
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    • pp.258-263
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    • 1998
  • A comparative study of single-phase PWM converters having active filtering functions both on ac-input and dc-output sides have been carried out. Based on the function of the dc-output side active filter, two types of configurations, the RPM (ripple power managing) type and the APM (average power managing) type are compared to show their contrastive characteristics. The prototype system using DSP based control algorithms, i.e. deadbeet current control and voltage sensor-less technique using full-order observer, show the availability of the proposed system.

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Ranking Query Processing in Multimedia Databases

  • Kim, Byung-Gon;Han, Jong-Woon;Lee, Jaeho;Haechull Lim
    • Proceedings of the IEEK Conference
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    • 2000.07a
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    • pp.294-297
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    • 2000
  • Among the multi-dimensional query types, ranking query is needed if we want the object one by one until we satisfy for the result. In multi-dimensional indexing structures like R-tree or its variants, not many methods are introduced in this area. In this paper, we introduce new ranking query processing algorithm which use the filtering mechanism in the R-tree variants.

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Perceptual Characteristics of Korean Vowels Distorted by the Frequency Band Limitation (주파수 대역 제한에 의한 한국어 모음의 지각 특성 분석)

  • Kim, YeonWhoa;Choi, DaeLim;Lee, Sook-Hyang;Lee, YongJu
    • Phonetics and Speech Sciences
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    • v.6 no.1
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    • pp.85-93
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    • 2014
  • This paper investigated the effects of frequency band limitation on perceptual characteristics of Korean vowels. Monosyllabic speech (144 syllables of CV type, 56 syllables of VC type, 8 syllables of V type) produced by two announcers were low- and high-pass filtered with cutoff frequencies ranging from 300 to 5000 Hz. Six listeners with normal hearing performed perception tests by types of filter and cutoff frequencies. We reported phoneme recognition rates and types of perception error of band-limited Korean vowels to examine how frequency distortion in the process of speech transmission affect listener's perception.