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R is not easy to learn in the < gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="ab87d594-913f-4c70-a5bd-8112a7b8fde6" id="3621f2f3-ee20-41b3-a280-8af1e67ac3d1">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="2a7aa239-36d9-4f7f-a157-6a2711a76b48" id="baae6f2f-8579-497c-94c5-a00f384da7d9">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="611284ca-9a8b-47ee-abc4-1cf52ef28805" id="fee6724a-efb7-44df-9305-16ec611e6757">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="40023b1a-0f66-4a16-9d60-a1712a5a5feb" id="4e6fc3c5-f2cf-400e-ad95-40ea08e836fd">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="b130183f-2096-4728-8f72-2c672815f4e7" id="2ebf61eb-1f4b-442f-ad09-03e5f313dcc5">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="39f974a6-2feb-44da-81d8-68235dc7a05a" id="d8e061b9-9ff8-4b93-b027-f271ce19e886">beginning, especially for people getting used < gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="ab87d594-913f-4c70-a5bd-8112a7b8fde6" id="30f9aeda-6b7b-4dff-85c8-4b69702abefb">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="2a7aa239-36d9-4f7f-a157-6a2711a76b48" id="4799c267-7e97-4cb0-80d9-cb65f6074877">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="611284ca-9a8b-47ee-abc4-1cf52ef28805" id="2176b831-d23f-49b8-8923-b1683e8ef2d1">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="40023b1a-0f66-4a16-9d60-a1712a5a5feb" id="3a96726c-4d37-43ed-bca7-3d39614ae8e8">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="b130183f-2096-4728-8f72-2c672815f4e7" id="a2da520a-94cb-4c19-840d-07d6791c763b">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="39f974a6-2feb-44da-81d8-68235dc7a05a" id="8db9445a-2e4a-4813-a94b-63a7104f6986">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="1c0f786b-8a54-45be-abb0-75d24bf5e071" id="4498a2fb-a34f-44cb-b5c6-0103c332e440">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="b244ddc0-8a87-485b-ad45-ad7146de65c8" id="5c8f51a9-9e63-4ba9-a205-e78942248f69">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="2a177246-1849-4b69-b8a9-9b3e77fefc38" id="cd7a3b72-49b7-49de-a730-e8141e2cadc4">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="61771c26-db53-4817-b379-0f86bb8a3b71" id="b9c62b99-9923-4dd6-8c1e-bd209f9929b5">to some click-and-point commercial softwares. However, as an economist (also see this post) points out the serious question about the computing with some commercial softwares, we need to give some thoughts about it and try to use other software to confirm the estimation results. One advantage of learning statistics through R is that you get more vivid images about how to really perform your model with your codes.
A good and cheap way is to use R. So, save you money on software but buy a following book instead. The following books provide readers with their R codes describing how to conduct statistical models with R. These books are displayed in the different sections ordered from easiest to hardest to learn (this order is also applied to book list within the section). Notice that some following books (especially for book title without < gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="c1d4a4d4-1cc7-4017-9e5e-895975505dc7" id="a24b8c51-1f8b-4bef-b50f-99da28675981">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="df851302-b1cb-4229-9133-1739bb82a3f9" id="e8d230c7-32c1-4d28-beb5-164bbe40eabb">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="2edcfd43-0e76-4822-9b81-5ecf0398d689" id="320909f2-137e-4d7b-819b-40b2e1704f90">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="a5ef244c-2918-4683-8418-e4c5997bbdec" id="fbf4e5cc-9684-4ff2-8bef-748e4c3e8cd6">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="244d4236-d27e-4c4d-8a79-7daf948b78a0" id="78568de8-3ee4-4cfd-ae7a-bb74f41dbe3f">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="ca8d256f-279c-4227-9b74-b98c66a2e9ef" id="bba4ec00-9279-4540-a3bf-244d6274080a">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="73ac374f-c920-4351-87d5-7725d4166c2c" id="a1d7493a-ad9a-4809-9745-4f6ef0ad3ded">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="d3f7e9f1-89e6-40c1-a231-e936c2633245" id="0db91e68-4e6b-488d-8087-77177d149843">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="f72c404b-f3f8-4ee5-8619-5015d421f2d3" id="4983b1eb-5a04-4506-8dce-79e0dd4b4537">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="128b6b58-813e-440e-a3a2-3b65a1f312de" id="db15f762-c32d-4247-ba0d-cf26209b78a1">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="5194055d-c01b-4f0c-af07-1c70fa364910" id="75e371bb-196e-4200-a6f6-680760c2a084">R) do not teach you how to use R but they provide the codes in the books or their website for you to learn the models. For a more comprehensive R book list, you should take a look at this R website.
< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="4c65b030-d8f4-40e7-958f-dd30c1a75d0c" id="d487e615-93e5-465d-ad44-8a50b5702029">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="1ec2e1cd-fb24-4c73-870a-2571e19bd385" id="22b767df-7640-45a4-83a7-196941f7a5ff">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="cd7de017-2752-492c-898b-12b4376dbdd0" id="3be1d5d1-0f46-4b5f-bac2-c29accb2110b">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="9cebad47-95c3-4d16-99cb-7eccf73cdaf1" id="02484fd3-f317-4beb-be45-4ef82cc3c31e">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="e02b697c-c89d-4b4d-a48d-ec98716f0ddf" id="fd322011-02dc-4637-9855-9b991e2f69e2">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="022ee182-ce31-480a-8431-f602fb1945a9" id="5645dc5c-798e-40e7-9e0f-b939ccd8ec35">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="0a4a74e5-24cb-477d-8cac-ad70773d462e" id="24b3996d-827d-4103-8fe8-155e065fecca">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="f7b46158-07c1-40e5-aea9-82be39a88d25" id="904f3bad-034b-4a44-a6c8-57ada4c48530">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="5d3e5a05-4abd-4a87-a09e-ecf0e6f6eb21" id="63481611-f511-4a21-804b-679fcd29779a">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="c5a584fb-5178-44a1-9010-297d5f504039" id="7fda382a-439c-4ec1-9192-bb71da83dd0a">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="272b1e44-2d5e-4099-9d28-9a7d8eea77a7" id="930466d8-930d-4c88-a7fb-0cb4e7abca9e">R for other statistical software users
R Through Excel
R for SAS and SPSS Users
R for Stata Users
R and MATLAB
Python for R Users
Probability and Statistics
Discovering Statistics Using R
SPSS could still be the main software in this field and then you must know Prof. Field’s book (Discovering Statistics using SPSS). But you want to learn R and you can try his R book as well (Discovering Statistics Using R). The model in these two books < gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="f7388bc9-2c86-40a4-b1c2-1da69147b96d" id="7908abb6-4775-4d4a-a423-f27d0ae13e9c">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="5c6c5b63-c545-4b3e-b83d-3580196881fe" id="56af3ff8-0582-4074-9166-13851e540ad7">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="ad0ee6d8-eae5-4bbe-a053-fca6743190d6" id="675233ce-d80d-47b7-9c9b-13de7517bc14">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="953a8bb3-c714-4296-8453-6d49c55551d7" id="b313202c-215a-41c8-9a27-321edd8b5cf9">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="3c10593b-dd66-4d1f-a35b-44b0142a0877" id="498d646d-96e1-490f-b7a8-eea89ff7de3a">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="70ac209b-6fc5-4e67-a05f-47e07fe0911d" id="71551877-575f-43ed-80da-d35949001803">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="82a632f3-aae0-4f7d-97b3-7a2a5069f3f6" id="7e47ab9e-5add-41b1-8087-83a8e7e54622">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="573ce5f4-1e79-46be-af78-22e2031fbf1b" id="450eff37-27e4-4bf3-9f44-97adbf3b4ce0">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="77a330b5-da43-48a1-9755-782b377d1306" id="88047072-c4d4-4b2e-9845-8789d5ff89cb">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="522e8d95-5e2e-418b-897c-ea554150b08b" id="c3d06811-aeaa-4aa7-9cb8-e94f0af53cd6">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="99cd8d15-1a47-4d44-ac16-22418c74e0a3" id="1cc11fb8-f67f-47a2-a9ba-fdd317f9c39a">are similar but the latter book uses R instead.
Probability and Statistics with R for Engineers and Scientists
Data Visualization
R Graphics
ggplot2: Elegant Graphics for Data Analysis
Business Analytics
Data mining and business analytics with R
Business Analytics
Data mining and business analytics with R
Business Analytics for Managers (Use R!)
Regression Model
A Modern Approach to Regression with R
Applied Nonparametric Econometrics
Simulation
Monte Carlo Simulation and Resampling for Social Science
Statistical Computing with R
Comparing Groups: Randomization and Bootstrap Methods Using R
Bootstrap methods and their application
An Introduction to Bootstrap Methods with Applications to R
Finance
I have another post to contain the book list for R in Finance. Please see it here.
Actuarial Science
Computational Actuarial Science with R
< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="2365e8e3-55ce-440f-ae1c-a7aef152213d">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="31d0ee82-9632-4371-a496-1c65003de303">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="5d4022cc-4554-4e0a-a790-4a312f5315c6">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="a0166818-5083-4961-b782-e901702eb693">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="36d1911a-c93a-4f12-ae09-f8a3db46b63a">
< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="2365e8e3-55ce-440f-ae1c-a7aef152213d" id="75c2bf58-97ff-41fb-9d13-3e8383f3af2d">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="31d0ee82-9632-4371-a496-1c65003de303" id="863ff920-3eb0-434d-bbf1-8f1fa00307e6">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="5d4022cc-4554-4e0a-a790-4a312f5315c6" id="8f15a206-3c3f-44b5-b822-7b84416676e8">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="a0166818-5083-4961-b782-e901702eb693" id="5e655237-ddfd-4a26-a3de-c7138bc6c608">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="36d1911a-c93a-4f12-ae09-f8a3db46b63a" id="a7c2f489-50dc-4c0d-8427-8e15416b15bd">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="d839fc6f-e2f8-4500-849b-24a8f2e85d50" id="473790e2-82a6-4947-bea7-9c548f2a3537">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="ffed31b1-1dd5-4e8f-a089-08b2a512e7ff" id="9241bc9d-739f-434e-86fe-d76ee6dca1a5">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="6c262d71-e424-4716-8db5-0f34e4b4af27" id="1e0978bc-e89a-4509-b04c-378785b64d6b">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="553bd60c-8da1-409e-b540-cfef39b98a0f" id="31bfd928-6c04-4b89-a99b-8a1f39a82efa">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="d8055fa1-b240-4569-ab05-040b51f9f1fa" id="b85c2017-d764-4702-a8bb-1857f75d6e53">Econometrics
Experimental design
Design and Analysis of Experiments with R
Meta-Analysis
Applied Meta-Analysis with R
Meta-Analysis with R (Use R!)
Programming
R packages
Introduction to Scientific Programming and Simulation Using R
Software for Data Analysis Programming with R
Art of R Programming: A Tour of Statistical Software Design
The main characteristic of this book is that the author will explain the function by telling the meaning. For example, l in function < gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="4c1c11c3-8729-46a0-b468-76c60d96e597" id="0f020b03-12fa-48b2-b01a-cb7f90be00f3">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="07198598-7452-46f9-9bf8-8c55dc3c7575" id="6ee8cb3e-cb87-47e6-82eb-5f8c4bab6544">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="f70e3719-67b3-4c65-8e68-745abff0388a" id="b54eaef3-aefd-481f-a491-efc4487541de">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="c90144e5-d1b4-4983-a466-7a0d871e6901" id="69fd4d9e-a85f-46d4-a7f4-bbc4cd92a47d">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="3f4175c7-4d07-4aaa-ba7f-bb3dc8ba0971" id="8abb560e-1470-4b1e-945f-5cc72613ee17">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="3f4a7125-96c5-4d49-947c-f30f9a1f5dc3" id="ad8648cc-bc63-490d-9f02-defcc63d44f8">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="2304a188-90b6-4874-b13b-9250fb9084b9" id="bc734736-bc0a-48b7-9aea-c3d3470bd50c">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="49076b30-cf25-4beb-a37f-a3727b508d51" id="e6753317-434b-4836-be68-487f4a78e324">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="aff0c5b6-bbf4-47c6-ba0a-bcc6765b6eb3" id="6ba84d6b-f0c8-43d5-9973-5f13d5a9ea08">lapply stands for list. However, some functions are introduced too early and probably will scare some beginners. My suggestion is that just skip those long function codes and learn how it writes.
Database
Database Programming Using RData Manipulation with R (Use R!)
Math
< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="e09115ae-01ae-487c-bbab-2c2052076d0f" id="f265ec5b-dd9b-4de0-8b74-a43fa7ef97a9">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="3f519b15-e594-421c-b321-b1f6121be9f0" id="58bff6eb-5156-490c-9bdd-3a9130eb018b">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="6f060f7e-5a7f-4bd7-896f-664ca98cc39f" id="e9e1a79e-d362-4de2-a7d5-86d6dfa01b18">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="ac9fd80f-cf1b-48e1-b5d2-a6c47938e80d" id="5549db5e-18f9-4f10-bd41-85fc6881b737">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="e9a4ac70-ed6e-4f81-8380-35da63abc9d2" id="3dbffc4f-6ec9-48e4-872f-1ce360cba5e2">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="c7469c29-5a73-4124-b328-67e84ea55a0c" id="a7317d66-5397-4e6b-a67f-e5ee116f053c">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="e3e6cfe1-15df-4463-a7ae-7b121cb4e86a" id="26fb2885-ca4b-4fcc-b3cb-53d49b8fa96f">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="f2c0e764-2765-4a54-9f8b-b88c30f2978e" id="15ba831d-5e9e-4aef-8623-25bd2fca35b9">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="cea06fa1-8fc9-4f7e-98cf-9fe3bf1363c7" id="0c28c18b-19fe-483f-8b0e-43bb7329dc8d">Hands-On Matrix Algebra Using R
Reproducible Research
Reproducible Research with R & RStudio
Dynamic Documents with R and < gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="1384169f-39e6-4c69-83bd-92a9a87ab9db" id="7e412d3a-09c4-4dd2-9681-3056d23ff8fe">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="33991e3e-cff4-4151-8cbc-19f445722bae" id="4188f206-6272-48c0-b3fc-00f1d98489a5">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="3e278607-9476-41ad-9a0f-b5958e4b222a" id="a5b0579f-4c0d-46c9-86b3-02f35a619f51">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="382b6316-a528-4edb-b3cd-fd7b320adba1" id="a9b6c769-eb9b-4d17-8b06-5162409831b2">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="89dbc0f6-5021-4293-9fd4-0b4f49bf1d42" id="78dd3952-84d3-4d35-95a0-5444ce7d4e37">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="8214349e-8d1c-48b7-a724-517915796529" id="eaa969f4-a57f-41ef-aa6e-49e9a1656136">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="1bd944c6-368e-4f5e-b396-1d8c42930096" id="172dd5ab-d9fa-4e11-8b4e-9620a3bec1a2">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="37a8093c-8a85-4ffb-8d28-ae5620041ea8" id="5c0fa7f7-4d04-470c-9f55-4352c8c20bf3">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="34dfdc2b-42c3-4a1c-854f-febc7a1198b4" id="3183b919-9c15-4acc-9f53-d2ccf463417c">knitr
This article will continuously be updated and I welcome anyone of you to post your experience here.
Regression Model
A Modern Approach to Regression with R
- Nonlinear Model
Applied Nonparametric Econometrics
Simulation
Monte Carlo Simulation and Resampling for Social Science
Statistical Computing with R
- < gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="21a20baf-0db3-4d7c-8951-aacfd8dc61fc" id="869351cc-d3d4-4231-b137-d3b9e6de2533">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="64a14eb7-48bf-49e9-a727-2b66d9462ae2" id="f8a1bf43-f64d-4293-a410-3955b35152bd">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="e1e26f00-712f-4bc5-a405-622059eca52b" id="9df46e83-de9c-47d0-9019-c9112c8ec588">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="b24dd226-8f5d-43a2-9d31-ec6ae9e0d67f" id="7759d561-efa3-4a2c-b437-f87e79a73028">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="b4c2341e-5c04-45a5-b221-09cb3637f8b8" id="5a0af068-f1f7-4963-890e-5738d025914d">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="3723e308-1b03-46be-98d3-605f147bdeac" id="dbd93aef-2a55-4ac3-814a-1e08bc92e7ac">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="a17dcf9d-ce10-4927-bfb2-913467fa6567" id="9625075a-c871-4e64-b1e7-7dd2e17e1c73">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="03a312a9-b952-40ac-b71f-a77247d965a9" id="652b44d1-d58d-4d5b-bde8-41f142e52d94">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="c5543a1d-fa65-4a0f-a874-d064040b2b9b" id="dd12d892-0c6e-43d1-ae4b-af605e9a76fa">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="645957aa-6446-47a2-a37d-34f1a2db9930" id="23527887-c819-4d25-8f45-014e2766b227">Resampling Methods
Bootstrap methods and their application
An Introduction to Bootstrap Methods with Applications to R
Finance
I have another post to contain the book list for R in Finance. Please see it here.
Actuarial Science
Computational Actuarial Science with R
< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="2365e8e3-55ce-440f-ae1c-a7aef152213d">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="31d0ee82-9632-4371-a496-1c65003de303">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="5d4022cc-4554-4e0a-a790-4a312f5315c6">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="a0166818-5083-4961-b782-e901702eb693">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="36d1911a-c93a-4f12-ae09-f8a3db46b63a">
< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="2365e8e3-55ce-440f-ae1c-a7aef152213d" id="75c2bf58-97ff-41fb-9d13-3e8383f3af2d">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="31d0ee82-9632-4371-a496-1c65003de303" id="863ff920-3eb0-434d-bbf1-8f1fa00307e6">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="5d4022cc-4554-4e0a-a790-4a312f5315c6" id="8f15a206-3c3f-44b5-b822-7b84416676e8">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="a0166818-5083-4961-b782-e901702eb693" id="5e655237-ddfd-4a26-a3de-c7138bc6c608">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="36d1911a-c93a-4f12-ae09-f8a3db46b63a" id="a7c2f489-50dc-4c0d-8427-8e15416b15bd">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="d839fc6f-e2f8-4500-849b-24a8f2e85d50" id="473790e2-82a6-4947-bea7-9c548f2a3537">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="ffed31b1-1dd5-4e8f-a089-08b2a512e7ff" id="9241bc9d-739f-434e-86fe-d76ee6dca1a5">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="6c262d71-e424-4716-8db5-0f34e4b4af27" id="1e0978bc-e89a-4509-b04c-378785b64d6b">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="553bd60c-8da1-409e-b540-cfef39b98a0f" id="31bfd928-6c04-4b89-a99b-8a1f39a82efa">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="d8055fa1-b240-4569-ab05-040b51f9f1fa" id="b85c2017-d764-4702-a8bb-1857f75d6e53">Econometrics
Using R for Introductory Econometrics
< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="6ca8f3c4-18ed-49fb-b11e-27feceb23a01" id="ecd4087d-bc94-4c3a-aa4d-f64b5a2643ed">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="b46a84ad-a5c8-4168-a63a-3b9b4a78cf02" id="87233145-5c4a-4153-9501-3d450de30e54">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="5ec8a485-e006-4faa-9bab-351b0853086d" id="0b10b382-778f-4874-b147-1243030733ad">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="a65cc58f-a8ef-41d2-ae2a-9ab7140cf3c1" id="3247f865-4cc9-4fc1-bddb-1f3afc430ec6">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="317cd96e-2dff-4c5e-8a8f-3b20b5e0e914" id="ec5bc5de-9b32-4b8e-9556-6a1d1ab12cc5">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="20fbee41-615e-4900-9c2f-9f212cecd54d" id="e2e65d07-3fd7-4ca1-9a94-f6b6cb4fc944">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="3077eef4-cf9a-4492-8996-b0e763df28da" id="239189b6-f781-4148-88e2-2863d44399e6">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="c5e650ca-5e67-4c5c-bb5d-e0ec64aa4557" id="ac4ef1f9-30b8-4a6c-b688-19648c9d6783">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="d804396d-ebe3-4096-b680-75b210beed3d" id="d62ca664-6586-4818-9aec-94fd45dd97d5">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="b78ba556-2da8-4a09-8b78-17d2d6dc60e8" id="429dc424-7c71-47b5-94d1-b56de9398b2c">Econometrics in R
< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="6ca8f3c4-18ed-49fb-b11e-27feceb23a01" id="ecd4087d-bc94-4c3a-aa4d-f64b5a2643ed">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="b46a84ad-a5c8-4168-a63a-3b9b4a78cf02" id="87233145-5c4a-4153-9501-3d450de30e54">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="5ec8a485-e006-4faa-9bab-351b0853086d" id="0b10b382-778f-4874-b147-1243030733ad">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="a65cc58f-a8ef-41d2-ae2a-9ab7140cf3c1" id="3247f865-4cc9-4fc1-bddb-1f3afc430ec6">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="317cd96e-2dff-4c5e-8a8f-3b20b5e0e914" id="ec5bc5de-9b32-4b8e-9556-6a1d1ab12cc5">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="20fbee41-615e-4900-9c2f-9f212cecd54d" id="e2e65d07-3fd7-4ca1-9a94-f6b6cb4fc944">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="3077eef4-cf9a-4492-8996-b0e763df28da" id="239189b6-f781-4148-88e2-2863d44399e6">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="c5e650ca-5e67-4c5c-bb5d-e0ec64aa4557" id="ac4ef1f9-30b8-4a6c-b688-19648c9d6783">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="d804396d-ebe3-4096-b680-75b210beed3d" id="d62ca664-6586-4818-9aec-94fd45dd97d5">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="b78ba556-2da8-4a09-8b78-17d2d6dc60e8" id="429dc424-7c71-47b5-94d1-b56de9398b2c">Econometrics in R
Applied Econometrics with R
< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="68b1cc4e-1af8-4892-9001-866564af14c9" id="2171100f-41db-43d4-975f-7930c9092afa">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="60b27e52-b8a1-4735-9c9d-c77d13001b68" id="103baa4f-532f-49b4-a4b4-f5d84805a055">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="b244dc1b-c1f1-46b3-8dd1-50ac6ec93aa4" id="4b87f905-a280-4e91-9c78-13025b987723">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="28f3f1c4-7aaf-4970-875e-c623a8c73b08" id="a24f67ea-4fd7-4487-93fd-c733db4d8c22">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="b80c79bb-7ffd-42ea-b216-96e48dad70bd" id="b9bfb1ce-9249-432c-8d60-36fcc48fc5bb">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="0688d9f9-425e-4d50-9277-ac2db963e9d4" id="edb89a0a-5b4f-4bc1-ac33-3489170cc5f7">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="4474bede-6d8b-442e-a64e-329e4a35e6e8" id="7a1e4770-a63a-4b0c-aebf-fad8d423ed9e">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="304718c7-677a-4b96-841b-493369007e2a" id="752cac72-5d9e-4dab-beab-9af3c4e2af04">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="df877802-8df8-4402-8aca-3e095872813b" id="7fc54dbf-61b8-4821-8901-f66d12178b90">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="d3aab4f2-62ac-4dc9-8653-72caf7a0ee51" id="6328dd35-043d-49d5-a7a6-33a6a3764857">Hands-On Intermediate Econometrics Using R
Introduction to programming Econometrics with R – Draft
< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="68b1cc4e-1af8-4892-9001-866564af14c9" id="2171100f-41db-43d4-975f-7930c9092afa">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="60b27e52-b8a1-4735-9c9d-c77d13001b68" id="103baa4f-532f-49b4-a4b4-f5d84805a055">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="b244dc1b-c1f1-46b3-8dd1-50ac6ec93aa4" id="4b87f905-a280-4e91-9c78-13025b987723">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="28f3f1c4-7aaf-4970-875e-c623a8c73b08" id="a24f67ea-4fd7-4487-93fd-c733db4d8c22">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="b80c79bb-7ffd-42ea-b216-96e48dad70bd" id="b9bfb1ce-9249-432c-8d60-36fcc48fc5bb">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="0688d9f9-425e-4d50-9277-ac2db963e9d4" id="edb89a0a-5b4f-4bc1-ac33-3489170cc5f7">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="4474bede-6d8b-442e-a64e-329e4a35e6e8" id="7a1e4770-a63a-4b0c-aebf-fad8d423ed9e">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="304718c7-677a-4b96-841b-493369007e2a" id="752cac72-5d9e-4dab-beab-9af3c4e2af04">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="df877802-8df8-4402-8aca-3e095872813b" id="7fc54dbf-61b8-4821-8901-f66d12178b90">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="d3aab4f2-62ac-4dc9-8653-72caf7a0ee51" id="6328dd35-043d-49d5-a7a6-33a6a3764857">Hands-On Intermediate Econometrics Using R
Introduction to programming Econometrics with R – Draft
- Productivity Analysis
- Economic Theory
Experimental design
Design and Analysis of Experiments with R
Meta-Analysis
Applied Meta-Analysis with R
Meta-Analysis with R (Use R!)
Programming
R packages
Introduction to Scientific Programming and Simulation Using R
Software for Data Analysis Programming with R
Art of R Programming: A Tour of Statistical Software Design
The main characteristic of this book is that the author will explain the function by telling the meaning. For example, l in function < gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="4c1c11c3-8729-46a0-b468-76c60d96e597" id="0f020b03-12fa-48b2-b01a-cb7f90be00f3">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="07198598-7452-46f9-9bf8-8c55dc3c7575" id="6ee8cb3e-cb87-47e6-82eb-5f8c4bab6544">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="f70e3719-67b3-4c65-8e68-745abff0388a" id="b54eaef3-aefd-481f-a491-efc4487541de">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="c90144e5-d1b4-4983-a466-7a0d871e6901" id="69fd4d9e-a85f-46d4-a7f4-bbc4cd92a47d">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="3f4175c7-4d07-4aaa-ba7f-bb3dc8ba0971" id="8abb560e-1470-4b1e-945f-5cc72613ee17">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="3f4a7125-96c5-4d49-947c-f30f9a1f5dc3" id="ad8648cc-bc63-490d-9f02-defcc63d44f8">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="2304a188-90b6-4874-b13b-9250fb9084b9" id="bc734736-bc0a-48b7-9aea-c3d3470bd50c">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="49076b30-cf25-4beb-a37f-a3727b508d51" id="e6753317-434b-4836-be68-487f4a78e324">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="aff0c5b6-bbf4-47c6-ba0a-bcc6765b6eb3" id="6ba84d6b-f0c8-43d5-9973-5f13d5a9ea08">lapply stands for list. However, some functions are introduced too early and probably will scare some beginners. My suggestion is that just skip those long function codes and learn how it writes.
Database
Database Programming Using R
Math
< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="e09115ae-01ae-487c-bbab-2c2052076d0f" id="f265ec5b-dd9b-4de0-8b74-a43fa7ef97a9">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="3f519b15-e594-421c-b321-b1f6121be9f0" id="58bff6eb-5156-490c-9bdd-3a9130eb018b">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="6f060f7e-5a7f-4bd7-896f-664ca98cc39f" id="e9e1a79e-d362-4de2-a7d5-86d6dfa01b18">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="ac9fd80f-cf1b-48e1-b5d2-a6c47938e80d" id="5549db5e-18f9-4f10-bd41-85fc6881b737">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="e9a4ac70-ed6e-4f81-8380-35da63abc9d2" id="3dbffc4f-6ec9-48e4-872f-1ce360cba5e2">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="c7469c29-5a73-4124-b328-67e84ea55a0c" id="a7317d66-5397-4e6b-a67f-e5ee116f053c">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="e3e6cfe1-15df-4463-a7ae-7b121cb4e86a" id="26fb2885-ca4b-4fcc-b3cb-53d49b8fa96f">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="f2c0e764-2765-4a54-9f8b-b88c30f2978e" id="15ba831d-5e9e-4aef-8623-25bd2fca35b9">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="cea06fa1-8fc9-4f7e-98cf-9fe3bf1363c7" id="0c28c18b-19fe-483f-8b0e-43bb7329dc8d">Hands-On Matrix Algebra Using R
Reproducible Research
Reproducible Research with R & RStudio
Dynamic Documents with R and < gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="1384169f-39e6-4c69-83bd-92a9a87ab9db" id="7e412d3a-09c4-4dd2-9681-3056d23ff8fe">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="33991e3e-cff4-4151-8cbc-19f445722bae" id="4188f206-6272-48c0-b3fc-00f1d98489a5">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="3e278607-9476-41ad-9a0f-b5958e4b222a" id="a5b0579f-4c0d-46c9-86b3-02f35a619f51">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="382b6316-a528-4edb-b3cd-fd7b320adba1" id="a9b6c769-eb9b-4d17-8b06-5162409831b2">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="89dbc0f6-5021-4293-9fd4-0b4f49bf1d42" id="78dd3952-84d3-4d35-95a0-5444ce7d4e37">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="8214349e-8d1c-48b7-a724-517915796529" id="eaa969f4-a57f-41ef-aa6e-49e9a1656136">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="1bd944c6-368e-4f5e-b396-1d8c42930096" id="172dd5ab-d9fa-4e11-8b4e-9620a3bec1a2">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="37a8093c-8a85-4ffb-8d28-ae5620041ea8" id="5c0fa7f7-4d04-470c-9f55-4352c8c20bf3">< gs class="GINGER_SOFTWARE_mark" ginger_software_uiphraseguid="34dfdc2b-42c3-4a1c-854f-febc7a1198b4" id="3183b919-9c15-4acc-9f53-d2ccf463417c">knitr
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