methods in active learning for annotation

... compelling. In this work, we propose different active learning tech- niques for interactive machine translation. Results show that for a given translation quality the use of active learning allows ... not per- form any SMT retraining. Results in Figure 4 show a consistent reduction in required user effort when using AL. For a given human effort the use of AL methods allowed to obtain twice ... to incre- mentally train the IBM model 1. 6 Retraining of the SMT model To retrain the SMT model, we implement the online learning techniques proposed in (Ortiz- Mart ´ ınez et al., 2010). In

Ngày tải lên: 31/03/2014, 20:20

... review machine learning methods employing positive definite kernels These methods formulate learning and estimation problems in a reproducing kernel Hilbert space (RKHS) of functions defined on ... data. 1 Introduction Over the last ten years estimation and learning ods utilizing positive definite kernels have become rather popular, particu-larly in machine learning Since these methods ... domain X otherthan it being a set In order to study the problem of learning, we need additional structure In learning, we want to be able to generalize to unseen data points In the case of binary

Ngày tải lên: 24/04/2014, 13:10

... domain,creating a target data set, data cleansing and preprocessing, data reduction and projection,choosing data mining task, choosing data mining algorithm, data mining, interpreting the minedpatterns ... high-throughput platforms for bovine, 89 platforms for porcine and 12platforms for chicken Since there was no comprehensive information on the high-throughputdata analysis approaches used in livestock ... contain protein interactions from livestock species Data statistics for cattle, pig and chickenprotein interactions in databases IntAct and BioGRID interaction databases are given in Table2.1 In

Ngày tải lên: 25/11/2015, 13:26

... Figure 5.2 Active learning curves: effectiveness of the two multi-criteria-based active learning strategies comparing with the best informativeness-based active learning method (Info_Min) in the ... 44Figure 4.2 Active Learning Strategy 2 45Figure 5.1 Active learning curves: effectiveness of the three informativeness-based active learning methods comparing with random selection in the biomedical ... are also useful for active learning The two active learning strategies, which we propose to combine the three criteria, outperform the single-criterion-based active learning methods Trang 9LIST

Ngày tải lên: 26/11/2015, 13:03

... uncertainty basedactive learning, error minimization based active learning and hybrid active learningwhich combines the two 2.3.1 Uncertainty based active learning One approach of sampling strategy ... Hybrid active learning strategies Some active learning strategies use hybrid criteria combining uncertainty and errorminimization for sampling [17] proposed an active learning strategy for image ... We willlook into active learning for optimizing ranking metric in this project • Scalabilty While tackling all the above problem and designing suitable ing model and active learning strategy,

Ngày tải lên: 26/11/2015, 13:03

... research methods, including formal experiments and quasi-experiments; elicitation instruments; interviews and questionnaires; observation instruments and schedules; introspective methods, including ... publishedstudies in applied linguistics In relation to your own teaching, you sho~lld be better able to develop strategies for formulating questions, and for collecting and analysing data relating to those ... problem, (b) stating an objective, and (c) formulating an hypothesis It involves gathering information, clrlssifi- cation, analysis, and interpretation to see to what extent the initial objec-

Ngày tải lên: 24/10/2017, 14:05

... process The nurse is responsible for monitoring patient responses, making decisions culminating in a plan of care, and implementing interventions, including interdisciplinary collaboration and referral, ... goals, identifies outcome indicators, and lists nursing interventions for patient-centered care Patients should be included in the planning process Involving patients in planning their care helps ... of the following as a barrier to achieving goals? a The effects of pain and/or clinical depression Trang 12b Patient involvement in setting patient goals c Family involvement in setting patient

Ngày tải lên: 01/03/2019, 09:46

... identified nursing diagnoses is the first step in the planning process The nurse is responsible for monitoring patient responses, making decisions culminating in a plan of care, and implementing interventions, ... 1Link full download: fundamentals-of-nursing-active-learning-for-collaborative-practice-1st-edition-by-https://getbooksolutions.com/download/test-bank-for-yoost Fundamentals of Nursing Active Learning ... of the nursing process may be performed in a matter of seconds For instance, if a patient is in respiratory arrest, the most critical goal is for the patient to begin breathing Pain, hunger,

Ngày tải lên: 01/03/2019, 10:40

... Exploring the effects of visual aesthetics in e-learning for engineering students Knowledge Management & E-Learning, 10(3), 250–264 Knowledge Management & E-Learning, 10(3), 250–264 Exploring ... Kumara, K G K., Jayasinghe, I., Marasinghe, C A., & Yamada, K (2008) Kansei color associations for an interactive learning environment for children In Proceedings of the Joint 4th International Conference ... requirement for the course Even though the interface design of a learning environment has been shown to influence learning outcome, there is still limited research on defining attractive interfaces

Ngày tải lên: 10/01/2020, 10:52

... detailed in this paper The case in undergraduate dental education examines the role of concept mapping in supporting problem-based learning and explores how explicit induction into the principles ... Links can be non-directional indicating simple associations or unidirectional indicating causality or bi-directional indicting an exchange or interaction/interdependence The process of linking ... power of concept mapping in converting abstractions into concrete visual representations In summary, they saw four applications of concept mapping for meaningful student learning in higher education:

Ngày tải lên: 15/01/2020, 22:15

... the performance of individuals in solving specific problems, enabling their inclusion in the mating pool Various methods are being examined to assess individuals based on their status within or ... translating genetic information from genotype to phenotype, we can formulate the objective function, determining whether individuals are deemed suitable for breeding Various methods exist for assessing ... Penalty for Constraints OptimizationThe technique of transforming constrained problems into unconstrained ones through penalty application is essential for managing the search process and maintaining

Ngày tải lên: 18/10/2022, 14:38

... "Techniques of active learning", then, are those activities which an instructor incorporates into the classroom to foster active learning TECHNIQUES OF ACTIVE LEARNING Exercises for Individual Students ... Chicago, 2020 Active Learning for the Online Classroom Taking its namesake from the most famous gadfly in history, this technique in its original format involved instructors "testing" student ... of instruction presents problems for both the instructor and the students There is a large amount of research attesting to the benefits of active learning "Active Learning" is, in short, anything

Ngày tải lên: 02/11/2022, 00:25

... adaptive learning strategies By breaking down problems into parts, machine learning differs from deep learning's end-to-end approach through neural network layers Deep learning techniques in learning ... Zhang, Revealing online learning behaviors and activity patterns and making predictions with data mining techniques in online teaching MERLOT Journal of Online Learning and Teaching, 2008 4 ... accuracy compared to individual models, demonstrating the benefits of ensemble learning in learning analytics [24] While most existing research focuses on machine learning ensemble learning, this study

Ngày tải lên: 08/10/2024, 01:08

... projects into the learning process through Elevenlabs, we are not only creating a visual, interactive and realistic learning environment, but also giving wings to the creativity and critical thinking ... study’s innovative approaches, underscoring the importance of integrating a variety of teaching methods that accommodate diverse learning styles and reduce cognitive overload, thereby making learning ... weaknesses, and learning styles By integrating AI into language lessons, the initiative seeks to: 1 Enhance Student Engagement: AI-based platforms can make vocabulary learning more interactive through

Ngày tải lên: 28/06/2025, 09:34

... structured features In Proceedings of COLING-ACL-2006 Zhu Zhang 2005 Mining Inter-Entity Semantic Relations Using Improved Transductive Learning In Proceedings of ICJNLP-2005 Shubin Zhao and Ralph ... adjudicated as incorrect are actually correct if viewed from a relation learning perspective, since most of them contain informative expressions for tagging relations The annotation guideline is designed ... maximum entropy models for information extraction In Proceedings of ACL-2004 Xiao-Li Li and Bing Liu 2003 Learning to classify text using positive and unlabeled data In Proceedings of IJCAI-2003

Ngày tải lên: 24/03/2014, 03:20

... considering uncertainties in modeling, sensing and control. The core of the proposed solution is a reinforcement learning al- gorithm for selecting the actions that achieve the goal in the minimum ... required to perform a correct insertion and is expressed in terms of cost or negative reinforcement. Sutton [22] defined reinforcement learning (RL) as the learning of a map- ping from situations ... steps. The basic learning step consists in updating a single Q-value. If the system senses state s, and it performs action a, resulting in reinforcement r and 154 E. Cervera, A.P. del Pobil / Information

Ngày tải lên: 28/03/2014, 14:20

... planting. Soil cul- tivation treatments included pitting, augering, rip- ping (subsoiling), and ripping and disk-ploughing. Pitting is the standard site preparation procedure in ... Original article Differences in vegetation cover resulting from various methods of site preparation for pine plantations in South Africa JB Zwolinski DGM Donald 1 School of Forestry, ... vegetation were examined in response to forest regeneration methods applied in exotic tree plantations of Pinus radiata in South Africa. The experimental treatments involved 4 soil

Ngày tải lên: 08/08/2014, 19:21

... obtaining the learning targets and enhance the learning process of students with various learning styles Besides general learning process, in the linguistic fields, the importance of learning strategies ... Centering your learning B Arranging and planning your learning C Evaluating your learning Group II: AFFECTIVE STRATEGIES A Lowering your anxiety B Encouraging yourself C Taking your emotional ... by Rubin (1975) who divided learning strategies into two main groups: (1) Strategies that directly affect learning and (2) Processes that contribute indirectly to learning Also classifying language

Ngày tải lên: 31/03/2015, 14:48

... used in discovering a new teaching method, improving one’s methods of continuous assessment, continuing professional development of teachers, encouraging students’ motivation towards learning, ... questionnaire to investigate students’ attitude towards learning pronunciation and their awareness of the problems that they had during their learning before the training started. In terms of knowledge ... after the training program, students gained certain improvement in their pronunciation performance. The number of errors in pronouncing vowels decreased; nevertheless, some sounds remained problematic

Ngày tải lên: 04/08/2015, 09:42