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DEPTS: Deep Expansion Learning for Periodic Time Series Forecasting [article]

Wei Fan, Shun Zheng, Xiaohan Yi, Wei Cao, Yanjie Fu, Jiang Bian, Tie-Yan Liu
<span title="2022-03-15">2022</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
In this paper, we introduce a deep expansion learning framework, DEPTS, for PTS forecasting.  ...  Periodic time series (PTS) forecasting plays a crucial role in a variety of industries to foster critical tasks, such as early warning, pre-planning, resource scheduling, etc.  ...  To better tackle the aforementioned two challenges, we develop a deep expansion learning framework, DEPTS, for PTS forecasting.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2203.07681v1">arXiv:2203.07681v1</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/svhof6eavne3fd6szetmot3z5a">fatcat:svhof6eavne3fd6szetmot3z5a</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20220530050434/https://arxiv.org/pdf/2203.07681v1.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/d6/2f/d62fdf39a501f79df7c514a023e02a4dd0bcc967.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2203.07681v1" title="arxiv.org access"> <button class="ui compact blue labeled icon button serp-button"> <i class="file alternate outline icon"></i> arxiv.org </button> </a>

Forecasting Stock Price using LSTM-CNN Method

Dinesh Reddy, Department of Computer Science Engineering, SRM Institute of Science and Technology, Kattankulathur, India., Abhinav Karthik, B.Tech., Dept. of Computer Science & Engineering, Manipal Institute of Technology, Manipal, India.
<span title="2021-10-30">2021</span> <i title="Blue Eyes Intelligence Engineering and Sciences Engineering and Sciences Publication - BEIESP"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/h673cvfolnhl3mnbjxkhtxdtg4" style="color: black;">International Journal of Engineering and Advanced Technology</a> </i> &nbsp;
Model output The model's output is the prediction for log. Implementation of the LSTM model The LSTM model is implanted on Google Colab using Python 3 and Keras library for deep learning.  ...  MODEL INPUT Time series and candlebar chart for a time period between t-30 and t of price MODEL OUTPUT Predicted Close Price of t+5 ADVANTAGES AND DISADVANTAGES OF THE LSTM-CNN MODEL We expect that  ...  His field of research is machine learning and data science. Email: motatidineshreddy663@gmail.com  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.35940/ijeat.a3117.1011121">doi:10.35940/ijeat.a3117.1011121</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/ezrxxqjq6na23n2uv2toxazeeu">fatcat:ezrxxqjq6na23n2uv2toxazeeu</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20210916220402/https://www.ijeat.org/wp-content/uploads/papers/v11i1/A31171011121.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/62/60/62602efa4dfedd4fc43caf621e48773847604f9a.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.35940/ijeat.a3117.1011121"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> Publisher / doi.org </button> </a>

Slovak Republic

International Monetary Fund. European Dept.
<span title="2019-07-12">2019</span> <i title="International Monetary Fund (IMF)"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/mse4h6ghqbf2rhrkswseiou6ke" style="color: black;">IMF Staff Country Reports</a> </i> &nbsp;
On the domestic front, a prolonged period of double-digit mortgage credit growth and declining bank profit margins have made households and the financial sector susceptible to labor and property market  ...  On the domestic front, pressed by declining lending margins, the banks have expanded mortgage loans aggressively for a prolonged period of time, including to more risky segments.  ...  A sustained period of high credit expansion by banks, especially to low income segments, has nearly doubled household debt relative to disposable income.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5089/9781498325127.002">doi:10.5089/9781498325127.002</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/7azoa6fbcbeyjeh7qdv4tvlaxq">fatcat:7azoa6fbcbeyjeh7qdv4tvlaxq</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200307064749/https://www.elibrary.imf.org/doc/IMF002/26226-9781498325127/26226-9781498325127/Other_formats/Source_PDF/26226-9781498325158.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/c5/29/c5292ed70ad2a477329366f828fb0eb4f41e5804.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5089/9781498325127.002"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> Publisher / doi.org </button> </a>

Finance & Development, December 1995

IMF. External Relations Dept.
<span title="">1995</span> <i title="International Monetary Fund (IMF)"> Finance &amp; Development </i> &nbsp;
The system also allows credits for noncontributory periods (such as time spent at home taking care of children).  ...  For instance, in the United Kingdom, periodic inflation reports were published, providing an inflation forecast based on an array of indicators.  ...  A landmark study that analyzes and compares the attempts of 18 developing countries to maintain economic stability in the face of a series of internal problems and crises between 1974 and 1989. "...welcome  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5089/9781451951868.022">doi:10.5089/9781451951868.022</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/75k3g7swtraabj7g4scuvheuiu">fatcat:75k3g7swtraabj7g4scuvheuiu</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20190428140824/https://www.elibrary.imf.org/doc/IMF022/14065-9781451951868/14065-9781451951868/Other_formats/Source_PDF/14065-9781463994112.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/f4/02/f4021d75bd74735a155ce51ecf2ebd91cf30a9ac.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5089/9781451951868.022"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> Publisher / doi.org </button> </a>

Sierra Leone

International Monetary Fund. African Dept.
<span title="2020-04-17">2020</span> <i title="International Monetary Fund (IMF)"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/mse4h6ghqbf2rhrkswseiou6ke" style="color: black;">IMF Staff Country Reports</a> </i> &nbsp;
The BSL's web-based data warehouse went live in March 2019, providing a database of macro-economic time series as far back as 2001 for the four sectors (real, external, fiscal, and monetary and financial  ...  Not for Redistribution end, the BSL should continue to strengthen its capacity to interpret data in a timely manner and produce model-based medium-term forecasts, in line with key recommendations in the  ...  The surge in inflation in recent years coincides with a period of increasing credit to the government by the domestic banking system.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5089/9781513541310.002">doi:10.5089/9781513541310.002</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/p77mnlykgbda7hrhcqfcr7jszi">fatcat:p77mnlykgbda7hrhcqfcr7jszi</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20201105044115/https://www.elibrary.imf.org/doc/IMF002/28982-9781513541310/28982-9781513541310/Other_formats/Source_PDF/28982-9781513541334.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/ac/90/ac908581315b9d14405eb4a8cdd0abc0f242aadf.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5089/9781513541310.002"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> Publisher / doi.org </button> </a>

Liberia

International Monetary Fund. African Dept.
<span title="2021-01-08">2021</span> <i title="International Monetary Fund (IMF)"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/mse4h6ghqbf2rhrkswseiou6ke" style="color: black;">IMF Staff Country Reports</a> </i> &nbsp;
The Pro-Poor Agenda for Prosperity and Development 2018 to 2023 (PAPD) is the second in the series of 5-year National Development Plans (NDP) anticipated under the Liberia Vision 2030 framework.  ...  It follows the Agenda for Transformation 2012-2017 (AfT).  ...  for the first time.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5089/9781513566313.002">doi:10.5089/9781513566313.002</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/lc5amtzqe5cxbleozrcqisasfi">fatcat:lc5amtzqe5cxbleozrcqisasfi</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20210716061337/https://www.elibrary.imf.org/downloadpdf/journals/002/2021/010/002.2021.issue-010-en.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5089/9781513566313.002"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> Publisher / doi.org </button> </a>

Finance & Development, September 2009

IMF. External Relations Dept.
<span title="">2009</span> <i title="International Monetary Fund (IMF)"> Finance &amp; Development </i> &nbsp;
For the first time, the credibility of U.S. financial markets as limitless, deep, liquid, and trustworthy has been impaired by the crisis.  ...  Applications are due the preceding January. www.sipa.columbia.edu "For the first time, the credibility of U.S. financial markets as limitless, deep, liquid, and trustworthy has been impaired by the crisis  ...  But, as he notes in the preface, he "received some flak" for this article since he was employed at the IMF at the time.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5089/9781451953756.022">doi:10.5089/9781451953756.022</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/kwtfemt4bjegva2tupzus3jiga">fatcat:kwtfemt4bjegva2tupzus3jiga</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20190429042743/https://www.elibrary.imf.org/doc/IMF022/10261-9781451953756/10261-9781451953756/Other_formats/Source_PDF/10261-9781455242528.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/08/d0/08d00d022972ad5c4f7b35031e5883b649c25027.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5089/9781451953756.022"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> Publisher / doi.org </button> </a>

United States

International Monetary Fund. Western Hemisphere Dept.
<span title="2020-08-10">2020</span> <i title="International Monetary Fund (IMF)"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/mse4h6ghqbf2rhrkswseiou6ke" style="color: black;">IMF Staff Country Reports</a> </i> &nbsp;
The longest expansion in U.S. history has been derailed by the unanticipated advent of COVID-19.  ...  It will likely take a prolonged period to repair the economy and to return activity to pre-pandemic levels.  ...  a sustained period of time.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5089/9781513552835.002">doi:10.5089/9781513552835.002</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/dqquwhsk4ndvpgtryukcvywyue">fatcat:dqquwhsk4ndvpgtryukcvywyue</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20201105102856/https://www.elibrary.imf.org/doc/IMF002/29238-9781513552835/29238-9781513552835/Other_formats/Source_PDF/29238-9781513552866.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/0f/f8/0ff884fc85f8b5b2a717502a149e40eaca1c198e.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5089/9781513552835.002"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> Publisher / doi.org </button> </a>

Germany

International Monetary Fund. European Dept.
<span title="2021-01-19">2021</span> <i title="International Monetary Fund (IMF)"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/mse4h6ghqbf2rhrkswseiou6ke" style="color: black;">IMF Staff Country Reports</a> </i> &nbsp;
Nonetheless, unprecedented disruptions to economic and social activity caused a deep recession in the first half of 2020.  ...  The expansion of short-time work benefits ("Kurzarbeit") played a vital role in preserving jobs and supporting household income.  ...  At the same time, gross financing needs would continue to decrease throughout the projection period.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5089/9781513566733.002">doi:10.5089/9781513566733.002</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/qlgk5kyw7fdp5iivf2crkw5szq">fatcat:qlgk5kyw7fdp5iivf2crkw5szq</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20210716064508/https://www.elibrary.imf.org/downloadpdf/journals/002/2021/013/002.2021.issue-013-en.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/1c/2b/1c2b08872e76d723dfdb64f5eb89e0555a34e58f.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5089/9781513566733.002"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> Publisher / doi.org </button> </a>

Brunei Darussalam

International Monetary Fund. Asia and Pacific Dept
<span title="2019-10-10">2019</span> <i title="International Monetary Fund (IMF)"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/mse4h6ghqbf2rhrkswseiou6ke" style="color: black;">IMF Staff Country Reports</a> </i> &nbsp;
Growth is expected to pick up in 2019, with the outlook improving further over the medium term, driven by expansion in the O&amp;G sector and large investment projects.  ...  The peg is also instrumental for Brunei to benefit from Singapore's deep financial markets to manage its large external assets without incurring exchange rate risks.  ...  For example, a structural balance rule, using long-term price forecasts of copper, has been institutionalized in Chile's fiscal responsibility law. 9.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5089/9781513516615.002">doi:10.5089/9781513516615.002</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/irpnjfepc5bh5mupcdu7yfbh3y">fatcat:irpnjfepc5bh5mupcdu7yfbh3y</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200506111301/https://www.elibrary.imf.org/doc/IMF002/28432-9781513516615/28432-9781513516615/Other_formats/Source_PDF/28432-9781513516561.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/3e/6b/3e6b29c7b55b4ff753f9ebaf8d695ba26ccb9ff2.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5089/9781513516615.002"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> Publisher / doi.org </button> </a>

Japan

International Monetary Fund. Asia and Pacific Dept
<span title="2020-02-10">2020</span> <i title="International Monetary Fund (IMF)"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/mse4h6ghqbf2rhrkswseiou6ke" style="color: black;">IMF Staff Country Reports</a> </i> &nbsp;
Indeed, both series show sharp increases at around the same period, from the beginning of the 1990s to the mid-2000s.  ...  Not for Redistribution Annex III. Japan's Deep and Abiding Yen for Cash 1 1 Prepared by Gee Hee Hong (APD). For more details, see https://www.meti.go.jp/english/press/2019/0312_001.html.  ...  Having access to U.S. dollar liquidity during periods of stress is also helpful-for instance, through swap lines-and contributes to financial stability. Annex IX.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5089/9781513529394.002">doi:10.5089/9781513529394.002</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/ulhmvn6lfrgnjjte7wot7yujji">fatcat:ulhmvn6lfrgnjjte7wot7yujji</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200506182641/https://www.elibrary.imf.org/doc/IMF002/28694-9781513529394/28694-9781513529394/Other_formats/Source_PDF/28694-9781513529417.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/4c/81/4c81c5848aa802c2badc4760a05c8d0c62f92abe.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5089/9781513529394.002"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> Publisher / doi.org </button> </a>

Myanmar

International Monetary Fund. Asia and Pacific Dept
<span title="2020-03-26">2020</span> <i title="International Monetary Fund (IMF)"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/mse4h6ghqbf2rhrkswseiou6ke" style="color: black;">IMF Staff Country Reports</a> </i> &nbsp;
The higher than expected credit expansion is supported by banks' steady deposit growth and the CBM's directive giving banks more time to meet large exposure limits and minimum capital adequacy levels.  ...  There is also a need to support the development of deep and liquid money and FX markets.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5089/9781513538419.002">doi:10.5089/9781513538419.002</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/zzute2lnxvbdzbx3ith4qmh554">fatcat:zzute2lnxvbdzbx3ith4qmh554</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200507023351/https://www.elibrary.imf.org/doc/IMF002/28940-9781513538419/28940-9781513538419/Other_formats/Source_PDF/28940-9781513538488.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/90/66/9066466b1b80c3f9c6fec2964f7eb0dd9109f66b.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5089/9781513538419.002"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> Publisher / doi.org </button> </a>

Morocco

International Monetary Fund. Middle East and Central Asia Dept.
<span title="2021-01-05">2021</span> <i title="International Monetary Fund (IMF)"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/mse4h6ghqbf2rhrkswseiou6ke" style="color: black;">IMF Staff Country Reports</a> </i> &nbsp;
Morocco: Public Sector Debt Sustainability Analysis (DSA)-Baseline Scenario (in percent of GDP unless otherwise indicated) 5/ Derived as [(r -p(1+g) -g + ae(1+r)]/(1+g+p+gp)) times previous period debt  ...  The CPI weight reference period is 2017. Government finance statistics: Fiscal data are adequate for surveillance.  ...  Employees who regain employment after having lost their jobs between March and September 2020 will be exempted from the payment of income taxes for a period of 12 months.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5089/9781513565958.002">doi:10.5089/9781513565958.002</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/jaqty5ef7zf35chmuqj44goxs4">fatcat:jaqty5ef7zf35chmuqj44goxs4</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20210716071042/https://www.elibrary.imf.org/downloadpdf/journals/002/2021/002/002.2021.issue-002-en.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/ec/1c/ec1ce8756ad8e1c271eaf92158772ce0fda3b2ac.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5089/9781513565958.002"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> Publisher / doi.org </button> </a>

Zimbabwe

International Monetary Fund. African Dept.
<span title="2020-03-26">2020</span> <i title="International Monetary Fund (IMF)"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/mse4h6ghqbf2rhrkswseiou6ke" style="color: black;">IMF Staff Country Reports</a> </i> &nbsp;
Pressures are mounting to increase spending on wages and for social protection to mitigate the impact of the weather shocks and high inflation.  ...  For the purposes of this DSA the standard assumption that the financing gap in the forecast period is filled by domestic debt issuances has been held, which results in a higher forecast level of public  ...  After a brief period of relative stability around mid-2019, the parallel exchange rate depreciated sharply following the massive expansion of reserve money.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5089/9781513537726.002">doi:10.5089/9781513537726.002</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/lxptj4uvzjbzjfjg2ite65hhgm">fatcat:lxptj4uvzjbzjfjg2ite65hhgm</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200506110155/https://www.elibrary.imf.org/doc/IMF002/28933-9781513537726/28933-9781513537726/Other_formats/Source_PDF/28933-9781513537757.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/ca/d5/cad518a6a6a495a05de5b4e2636532595b4ab7a6.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5089/9781513537726.002"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> Publisher / doi.org </button> </a>

Samoa

International Monetary Fund. Asia and Pacific Dept
<span title="2021-03-19">2021</span> <i title="International Monetary Fund (IMF)"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/mse4h6ghqbf2rhrkswseiou6ke" style="color: black;">IMF Staff Country Reports</a> </i> &nbsp;
given the limited quality and unavailability of reliable longer time series data required for the model.  ...  The indicative target rate has been 3 percent in recent years. • Continued eligibility for concessional borrowing from MDBs is assumed for the forecast period to finance the fiscal deficit, which is driven  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5089/9781513574424.002">doi:10.5089/9781513574424.002</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/g6qqdvy6ovhzlawxyoeoedlmbe">fatcat:g6qqdvy6ovhzlawxyoeoedlmbe</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20210717002048/https://www.elibrary.imf.org/downloadpdf/journals/002/2021/056/002.2021.issue-056-en.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/d9/c3/d9c3d785458ca8111adfb39fa546ba2bd7925f55.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5089/9781513574424.002"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> Publisher / doi.org </button> </a>
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