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"The primary purpose in this book is to present an integrated and innovative methodological approach for the construction and selection of equity portfolios. The approach takes into account the inherent multidimensional nature of the problem, while allowing the decision makers to incorporate specified preferences in the decision processes. A fundamental principle of modern portfolio theory is that comparisons between portfolios are generally made using two criteria, the expected return and portfolio variance. According to most of the portfolio models derived from the stochastic dominance approach, the group of portfolios open to comparisons is divided into two parts: the efficient portfolios, and the dominated. This work integrates the two approaches providing a unified model for decision making in portfolio management with multiple criteria.​"

"The science of algorithmic trading and portfolio management, with its emphasis on algorithmic trading processes and current trading models, sits apart from others of its kind. Robert Kissell, the first author to discuss algorithmic trading across the various asset classes, provides key insights into ways to develop, test, and build trading algorithms.This valuable book summarizes market structure, the formation of prices, and how different participants interact with one another, including bluffing, speculating, and gambling. Portfolio management topics, including quant factors and black box models, are discussed, and an accompanying website includes examples, data sets supplementing exercises in the book, and large projects"

"Penelitian ini bertujuan untuk memberikan alternatif pembentukan portofolio sahamdi PT Taspen (Persero) supaya dapat meningkatkan kinerja investasinya. Alternatifmodel tersebut adalah dengan mengkombinasikan seleksi saham model Grahamdengan model pembentukan portofolio optimal yaitu model Markowitz dan modelindeks tunggal. Hasil seleksi saham menggunakan model Graham investor defensif,investor agresif dan Graham-Rea adalah masing-masing 10, 13 dan 3 saham dari 45saham yang terdapat pada indeks LQ45. Dari saham-saham yang terpilih kemudiandibentuk portofolio optimalnya menggunakan model Markowitz dan model indekstunggal.Dari portofolio optimal yang terbentuk kemudian dilakukan perbandingan kinerjaantara keduanya dan dengan indeks LQ45 sebagai benchmark-nya. Hasilmenunjukkan bahwa portofolio hasil optimasi model Markowitz memberikan kinerja(reward to variability ratio) ekspektasi lebih baik dibandingkan portofolio hasiloptimasi model indeks tunggal dengan selisih di kisaran 0,15% - 0,96%. Selain itu,kinerja portofolio optimal tersebut, baik secara ekspektasi dan aktual memberikankinerja lebih baik dibanding indeks LQ45 dengan selisih di kisaran9,12% - 21,03%. Walaupun secara reward to variability ratio, kinerja metode Taspenlebih tinggi dibanding lainnya tetapi secara return ekspektasi dan aktual masih dibawah portofolio optimal dengan selisih 0,04% - 1,40%. Dengan demikian modelkombinasi pembentukan portofolio optimal bertahap ini layak dipertimbangkan untukdiaplikasikan oleh PT Taspen (Persero) sehingga diharapkan dapat meningkatkanhasil investasi saham.

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ABSTRACTThis study aims to provide an alternative method to form stock portfolio inPT Taspen (Persero) in order to improve the investments performance. Alternativemodels is to combine stock selection Graham model with optimal portfolioconformation model which is Markowitz model and single index model. Usingdefensive investor, aggressive investor and Graham-Rea criteria resulted in 10, 13and 3 stocks selected from 45 available stocks that contained in LQ45 index. Fromthese selected stocks then to be formed to it’s optimal portofolio.From established optimal portfolio, the peformance is compared between the twomodels and to the LQ45 index as its benchmark. The results showed that the portfoliofrom Markowitz model optimization provide better expected performance (reward tovariability ratio) than the single index model optimization with spread of0.15% - 0.96%. In addition, the performance of portfolio in expectations and actualare better than LQ45 index, with spread of 9.12% - 21.03%. Although Taspenmethod’s reward to variability is higher compared to others, it’s expected and actualreturn still below optimal portfolio with a spread of 0.04% - 1.40%. Thus the gradualoptimal portfolio formation is worth to be considered to be applied by PT Taspen(Persero) which is expected to increase stock investment returns."

"ABSTRAKPenelitian ini menguji pengaruh karakteristik fundamental perusahaan terhadap return saham individual maupun return portofolio pada perusahaan-perusahaan di Indonesia. Sampel yang digunakan adalah perusahaan yang tercatat di Bursa Efek Indonesia sejak periode tahun 2010 sampai 2016. Berdasarkan hasil model regresi, terdapat pengaruh antara size, market-to-book, price-to-earning, price-to-sales, dan leverage sebagai karakteristik fundamental perusahaan terhadap return saham individual dan return portofolio. Tidak ditemukan size effect di Indonesia dan market-to-book merupakan faktor yang memiliki pengaruh terkuat dibandingkan dengan variabel lainnya dalam penelitian ini.

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ABSTRACTThis study examines the effect of firm fundamental characteristics on individual stock return and portfolio return in Indonesia. The sample used on this study is all of the companies listed on Indonesia Stock Exchange during 2010 until 2016. Based on the results of the regression model, individual stock return and portfolio return found to be determined by size, market to book, price to earning, price to sales and leverage. There is no size effect in Indonesia and market to book seems to be the strongest relation with stocks returns when compared to other variables examined."

"Penelitian ini bertujuan untuk melihat apakah diversifikasi portofolio pada saham syariah di Indonesia dan Malaysia dapat memberikan benefit berupa pengurangan resiko yang diterima investor, serta untuk melihat apakah faktor makroekonomi mempengaruhi return portofolio saham syariah secara signifikan. Pengujian hipotesis dilakukan dengan melihat adanya size effect dan profitability effect dalam saham syariah di Indonesia dan Malaysia, mengukur koefisien korelasi Pearson antara masing-masing portofolio saham syariah lintas negara serta menguji pengaruh faktor makroekonomi terhadap return portofolio saham syariah Penelitian ini menggunakan sampel emiten dengan jumlah lebih dari 500 emiten di Indonesia dan Malaysia.Hasil penelitian yang ditemukan di antaranya adalah terkonfirmasi adanya size effect dan profitability effect serta korelasi lemah hingga menengah pada portofolio saham syariah di dua negara tersebut. Selain itu, nilai tukar dan indeks saham komposit teruji sebagai variabel makroekonomi yang signifikan mempengaruhi return portofolio saham syariah di Indonesia dan Malaysia.

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This study is aimed to evaluate whether portfolio diversification on sharia stock in Indonesia and Malaysia could benefit the investor by minimiziing portfolio risk. Hypothesis testing is done by seeing if there any size effect or profitability occurences on sharia stocks in Indonesia and Malaysia, measuring Pearson correlation between each sharia stock portfolio on cross country basis and estimating the exposure of macroeconomic factor against sharia stock portfolio return. This study also uses sample consisting of more than 500 stocks in Indonesia and Malaysia.

The result of the study therefore confirms the existence of size effect, profitability effect and weak to medium correlation on sharia stock portfolio return on both countries. Additionally, exchange rate and composite stock index are also confirmed as macroeconomic variable with significant exposure on sharia stock portfolio return in Indonesia and Malaysia."