Machine learning for financial transaction classification across companies using character-level word embeddings of text fields

An important initial step in accounting is mapping financial transfers to the corresponding accounts. We devised machine-learning-based systems that automate this process. They use word embeddings with character-level features to process transaction texts. When considering 473 companies independently, our approach achieved an average top-1 accuracy of 80.50%, outperforming baselines that exclude the transaction texts or rely on a lexical bag-of-words text representation. We extended the approach to generalizes across companies and even across different corporate sectors. After standardization of the account structures and careful feature engineering, a single classifier trained on 44 companies from 28 sectors achieved a test accuracy of more than 80%. When trained on 43 companies and tested on the remaining one, the system achieved an average performance of 64.62%. This rate increased to nearly 70% when considering only the largest sector.     

试论生态林业系统的时空观

生态林业系统具有时间、空间两个序列的开发前景。长周期,大跨度的生态林业生产可以分解为复合的短周期方式,使生态意识与经济效益有机结合。空间组合的多层次立体开发有效地利用了光、热、水、土资源,并获得最大生物量;地域组合着眼宏观,注重研究大型骨干及网络性生态工程问题。     

Crossing spatial analyses and livestock economics to understand deforestation processes in the Brazilian Amazon: the case of São Félix do Xingú in South Pará

The Amazon is the largest tropical forest area on Earth, and has been undergoing rapid deforestation for the last four decades. In the Brazilian Amazon, large‐scale pasture for cattle ranching and soybean production are the main land uses, leading to a yearly deforestation rate of 0.5%. These conversions are mostly located in frontier areas distributed along the so‐called “arc of deforestation”. Within this large zone, various land use change processes are interacting through several modes of land valuation and organisation. From several case studies in the State of Pará (Brazil), the current project aims at analysing how landscape dynamics are related to infrastructure development, ecological conditions, zoning policies and to the evolution and the organisation of the production, consumption and marketing chains of livestock products. This paper presents the results for one test site, the region of São Félix do Xingú, South of Pará This region is the focus of land speculation, cattle expansion, and deforestation. Road construction, investments in electrical energy, financial credit for cattle, and the land reform policies have all fuelled this process. All these factors make this region one of the most dynamic agricultural frontiers in the Brazilian Amazon. The main objective of the paper is to improve our understanding of deforestation processes by crossing spatial analyses and 1ivestock economics.studies, and to characterise the role and impact of various natural and anthropic factors in the location and development of the main types of farmers, and their policy implications.     

以历史发展的观点看公共财政与"三农"问题

“三农”问题是一个受到全社会普遍关注的大问题，本从历史发展的角度，追溯了“三农”问题产生的根源，并结合实际工作，提出了按照公共财政的要求对“三农”进行扶持的主要方面。     

信息不对称对林产品经营影响的分析

探讨了信息不对称现象对林产品经营的影响问题,阐述了林产品市场信息不对称的内涵、基本表征、成因及其对林产品经营的具体影响,提出了林产品经营的新对策:一是加强林产品市场调研,充分掌握市场信息;二是注重林产品信息的传播与扩散;三是讲求诚信经营,努力培养商誉;四是积极实施林产品的标准化经营;五是大力推行林产品的认证经营。     

林产品市场模型文献综述

关于林产品市场的数量研究开始于上个世纪50年代。早期的研究主要以时间序列数据为主。近几十年来,由于经济理论在林产品市场模型中的应用,模型估计方法的改进,以及详细数据的获得,林产品市场模型越来越完善。文章对近几十年来出现的主要建模方法,及其应用作一回顾,并对这些方法的优缺点作简单的比较。     

论龙头企业与农户之间信用关系的治理机制

本文从资产专用性的角度对公司与农户之间信用关系进行了理论和案例分析,进而得出对于公司与农户之间的信用关系,应该根据不同的资产专用性选择不同的治理机制,以此提高交易双方的信用水平:对于专用性程度小的农产品交易,应由市场治理;对于具有较高资产专用性的农产品交易,需要混合治理模式;对于资产专用性程度特别高的农产品交易,等级治理(纵向一体化)将是最优选择。     

石家庄市“三农”问题的现状及相关政策选择

文中指出了石家庄市“三农”问题的现状,分析了其产生的原因,提出用城乡统筹发展的思想调整“三农”政策导向和发展战略,以“三化”带动“三农”,深化农村税费改革以最大限度地增加农民收入的政策建议。     

秦岭北麓森林公园生态旅游绿色营销策略研究

秦岭北麓是陕西省的生态安全屏障和水资源涵养地。当地森林公园开发过程中，由于行政管理者与开发权利主体错位以及盲目开发旅游项目等，导致生态环境破坏严重。秦岭北麓森林公园应采用绿色营销策略，包括采用绿色文化策略、绿色价格策略以及绿色产品等策略，开发生态旅游项目，形成当地经济效益、生态环境利益和旅游者需求三者的统一，实现当地旅游业的可持续发展。     

西部农业经济增长的要素分析及对策研究

运用C-D生产函数来测度西部农业生产投入要素对农业总产值增长的贡献率.结果表明,西部农业经济增长主要依靠物质费用的增加和农业科技进步,同时农业科技进步的贡献54%又源于农民文化教育水平的提高.因此,依靠科技进步,提高农民文化水平是促进西部农业经济稳定增长的重要举措.