Data-driven models perform poorly on part-of-speech tagging problems with the square Hmong language, a low-resource corpus. This paper designs a weight evaluation function to reduce the influence of unknown words. It proposes an improved harmony search algorithm utilizing the roulette and local evaluation strategies for handling the square Hmong part-of-speech tagging problem. The experiment shows that the average accuracy of the proposed model is 6%, 8% more than HMM and BiLSTM-CRF models, respectively. Meanwhile, the average F1 of the proposed model is also 6%, 3% more than HMM and BiLSTM-CRF models, respectively.

This study examined >140 relevant publications from the last few years (2018–2021). In this study, classification was reviewed depending on the operation's progress. Electrocoagulation (EC), electrooxidation (EO), electroflotation (EF), electrodialysis (ED), and electro-Fenton (EFN) processes have received considerable attention. The type of action (individual or hybrid) for each electrochemical procedure was evaluated, and statistical analysis was performed to compare them as a new manner of reviewing cited papers providing a massive amount of information efficiently to the readers. Individual or hybrid operation progress of the electrochemical techniques is critical issues. Their design, operation, and maintenance costs vary depending o

Data generated from modern applications and the internet in healthcare is extensive and rapidly expanding. Therefore, one of the significant success factors for any application is understanding and extracting meaningful information using digital analytics tools. These tools will positively impact the application's performance and handle the challenges that can be faced to create highly consistent, logical, and information-rich summaries. This paper contains three main objectives: First, it provides several analytics methodologies that help to analyze datasets and extract useful information from them as preprocessing steps in any classification model to determine the dataset characteristics. Also, this paper provides a comparative st

Aggregate production planning (APP) is one of the most significant and complicated problems in production planning and aim to set overall production levels for each product category to meet fluctuating or uncertain demand in future. and to set decision concerning hiring, firing, overtime, subcontract, carrying inventory level. In this paper, we present a simulated annealing (SA) for multi-objective linear programming to solve APP. SA is considered to be a good tool for imprecise optimization problems. The proposed model minimizes total production and workforce costs. In this study, the proposed SA is compared with particle swarm optimization (PSO). The results show that the proposed SA is effective in reducing total production costs and req

& مشكلة  البحث:

           إن اعتبار الأسرة كوحدة أساسية في المجتمع يجعل دورها كبير في مهمة تربية أفرادها وبناء شخصياتهم وتوجيه سلوكهم ووقايتهم من انحرافه ،في جميع مراحل حياتهم ولاسيما مرحلة المراهقة .

          وتبدو قدسيتها ممثلة بركنيها للذين أمر الله عز وجل بأن يخفض لهما جناح الذل من الرحمة لخطورة

The study aimed to examine the sensitivity to stress and its relation to positive mood among educational supervisors. The researcher used the descriptive approach as more an appropriate method for the current study. The sample is composed of (200) educational supervisor. To collect study data, two scales have been used: one scale to measure the sensitivity to stress and the other to measure the positive mood. The results indicated that a high level of sensitivity to stress with low level of positive mood among educational supervisors, sensitivity to stress showed significant differences among the sample regarding to major. There is no correlation between sensitivity to stress and positive mood, and finally, there are no significant diffe

The past few years have seen the development of the quantity and quality in the field of software, as it has become the word of electronic games of common terms used in the modern era.

And the effects of this software it is working on a low ability to exercise social activities and the ability to perform the duties and turn away from physical exercise level and lead to the neglect of the child to develop friendships and social relations as a result of his over-zealous in use for a long time .olhz a stated research to achieve Ahavh which are:

- Learn about social isolation among children Riyadh.

- Identify statistically sig

The research aims to measure short-term memory capacity for the kindergarten children, the researcher has prepared measure short-term memory capacity test for (4-6  years) Consists of two parts, Auditory memory, consisting of (4) items And visual memory, consisting of (5) items. Selected sample (340) children from for the kindergarten children.

     To verify the skills validity adopted the skills, Researcher used indicators which are logical  validity , Through the items  experts' examining logically. and construction validity through som of the indicators which are the discriminatory power of the items.    In order to prospect the constancy the research